import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import pandas_datareader.data as web
import quandl
from datetime import datetime
import requests
import time
import warnings
warnings.filterwarnings('ignore')
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import SGD,Adam
from keras.utils.np_utils import to_categorical
from tensorflow.keras.callbacks import EarlyStopping
from sklearn.preprocessing import MinMaxScaler
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout, LSTM, BatchNormalization
from tensorflow.keras.callbacks import TensorBoard
from tensorflow.keras.callbacks import ModelCheckpoint
import pygad
import pygad.kerasga
FUTURE = 5
ROLLING = 5
ROLLING1 = 10
ROLLING2 = 15
#List of features
start = datetime(2005, 1,1)
end = datetime(2022,12,1)
inputs = [ 'NASDAQCOM',
'DEXJPUS', 'DEXUSEU', 'DEXCHUS', 'DEXUSAL', 'VIXCLS',
'DCOILWTICO']
fred_df = pd.DataFrame()
for i, name in enumerate(inputs):
print(f'Series:{name}')
if i == 0:
fred_df = web.get_data_fred(name, start, end)
else:
_df = web.get_data_fred(name, start, end)
fred_df = fred_df.join(_df, how = 'outer')
Series:NASDAQCOM Series:DEXJPUS Series:DEXUSEU Series:DEXCHUS Series:DEXUSAL Series:VIXCLS Series:DCOILWTICO
#Gold_NIFTY_Russell
gold = quandl.get("LBMA/GOLD", authtoken="kUWytaDzbhXbCX7PDzvg")
gold.index.name = 'DATE'
gold = gold[['USD (AM)']]
gold = gold.reset_index()
starttime = int(time.mktime(datetime(2005, 1,1).timetuple()))
endtime = int(time.mktime(datetime(2022, 12,1).timetuple()))
query_string = f'https://query1.finance.yahoo.com/v7/finance/download/^NSEI?period1={starttime}&period2={endtime}&interval=1d&events=history&includeAdjustedClose=true'
nifty = pd.read_csv(query_string)
nifty = nifty[['Date','Close' ]]
nifty.columns = ['DATE','NIFTY50' ]
nifty['DATE'] = pd.to_datetime(nifty['DATE'])
query_string = f'https://query1.finance.yahoo.com/v7/finance/download/^RUT?period1={starttime}&period2={endtime}&interval=1d&events=history&includeAdjustedClose=true'
russell = pd.read_csv(query_string)
russell = russell[['Date','Close' ]]
russell.columns = ['DATE','RUSSL' ]
russell['DATE'] = pd.to_datetime(russell['DATE'])
query_string = f'https://query1.finance.yahoo.com/v7/finance/download/^GSPC?period1={starttime}&period2={endtime}&interval=1d&events=history&includeAdjustedClose=true'
snp500 = pd.read_csv(query_string)
snp500 = snp500[['Date','Close' ]]
snp500.columns = ['DATE','SNP500' ]
snp500['DATE'] = pd.to_datetime(snp500['DATE'])
fred_df = fred_df.reset_index()
fred_df = pd.merge(pd.merge(fred_df, gold, on = 'DATE'), nifty, on = 'DATE')
fred_df = pd.merge(fred_df, snp500, on = 'DATE')
fred_df.isna().sum()
DATE 0 NASDAQCOM 0 DEXJPUS 39 DEXUSEU 39 DEXCHUS 39 DEXUSAL 39 VIXCLS 0 DCOILWTICO 7 USD (AM) 0 NIFTY50 10 SNP500 0 dtype: int64
fred_df['MONTH'] = fred_df['DATE'].dt.month
fred_df['DAY'] = fred_df['DATE'].dt.day
fred_df.columns = ['DATE', 'NASDAQCOM', 'DEXJPUS', 'DEXUSEU', 'DEXCHUS', 'DEXUSAL',
'VIXCLS', 'DCOILWTICO', 'GOLD', 'NIFTY50', 'SNP500', 'MONTH',
'DAY']
cols = ['NASDAQCOM', 'DEXJPUS', 'DEXUSEU', 'DEXCHUS', 'DEXUSAL',
'VIXCLS', 'GOLD', 'NIFTY50', 'SNP500', 'DCOILWTICO']
fred_df.dropna(inplace = True)
for i in cols:
col_name_roll = f'{i}_rolling_5'
col_name_roll1 = f'{i}_rolling_10'
col_name_roll2 = f'{i}_rolling_15'
fred_df[col_name_roll] = fred_df[i].rolling(window = ROLLING).mean()
fred_df[col_name_roll1] = fred_df[i].rolling(window = ROLLING1).mean()
fred_df[col_name_roll2] = fred_df[i].rolling(window = ROLLING2).mean()
months = pd.get_dummies(fred_df['MONTH'], drop_first=True)
months.columns = ['FEB', 'MAR', 'APR', 'MAY', 'JUN', 'JUL', 'AUG', 'SEP', 'OCT', 'NOV', 'DEC']
day = pd.get_dummies(fred_df['DAY'], drop_first=True)
fred_df = pd.concat([fred_df, months, day], axis = 1)
#Before COVID
fred_df = fred_df[fred_df['DATE'] <= datetime(2020,3,1)]
fred_df['OIL_PRICE_FUTURE'] = fred_df['DCOILWTICO'].shift(-FUTURE)
del fred_df['DAY']
del fred_df['MONTH']
cols = ['NASDAQCOM',
'DEXJPUS', 'DEXUSEU',
'DEXCHUS', 'DEXUSAL',
'VIXCLS', 'DCOILWTICO',
'GOLD', 'NIFTY50',
'SNP500', 'NASDAQCOM_rolling_5',
'NASDAQCOM_rolling_10', 'NASDAQCOM_rolling_15',
'DEXJPUS_rolling_5', 'DEXJPUS_rolling_10',
'DEXJPUS_rolling_15', 'DEXUSEU_rolling_5',
'DEXUSEU_rolling_10', 'DEXUSEU_rolling_15',
'DEXCHUS_rolling_5', 'DEXCHUS_rolling_10',
'DEXCHUS_rolling_15', 'DEXUSAL_rolling_5',
'DEXUSAL_rolling_10', 'DEXUSAL_rolling_15',
'VIXCLS_rolling_5', 'VIXCLS_rolling_10',
'VIXCLS_rolling_15', 'GOLD_rolling_5',
'GOLD_rolling_10', 'GOLD_rolling_15',
'NIFTY50_rolling_5', 'NIFTY50_rolling_10',
'NIFTY50_rolling_15', 'SNP500_rolling_5',
'SNP500_rolling_10', 'SNP500_rolling_15',
'DCOILWTICO_rolling_5', 'DCOILWTICO_rolling_10',
'DCOILWTICO_rolling_15']
minmaxscaler = MinMaxScaler()
fred_df[cols] = minmaxscaler.fit_transform(fred_df.loc[:, fred_df.columns.isin(cols)])
fred_df.dropna(inplace = True)
date_arr = fred_df['DATE']
fred_df.drop(columns='DATE', inplace = True)
fred_df = fred_df.reset_index()
del fred_df['index']
thres_hold = int(-0.10*(fred_df.shape[0]))
training_dataset = fred_df.iloc[:thres_hold, :]
test_dataset = fred_df.iloc[thres_hold:, :]
y_train = np.array(training_dataset['OIL_PRICE_FUTURE'].values)
y_test = np.array(test_dataset['OIL_PRICE_FUTURE'].values)
X_train = training_dataset.loc[:, training_dataset.columns != 'OIL_PRICE_FUTURE']
X_test = test_dataset.loc[:, test_dataset.columns != 'OIL_PRICE_FUTURE']
X_train_arr = np.array(X_train)
X_test_arr = np.array(X_test)
data_outputs = np.array(fred_df['OIL_PRICE_FUTURE'])
data_inputs = fred_df
del data_inputs['OIL_PRICE_FUTURE']
data_inputs = np.array(data_inputs)
#GA Implementation
num_samples = X_train.shape[0]
num_feature_elements = X_train.shape[1]
train_indices = np.arange(0, 2577, 1)
test_indices = np.arange(2577, 2863, 1)
sol_per_pop = 5
num_parents_mating = 4
num_mutations = 3
#Population Shape
pop_shape = (sol_per_pop, num_feature_elements)
#Initial Population
new_population = np.random.randint(low = 0, high = 2, size = pop_shape)
print(new_population.shape)
best_outputs = []
num_generations = 50
(5, 81)
pop_shape = (sol_per_pop, num_feature_elements)
def reduce_features(solution, features):
selected_elements_indices = numpy.where(solution == 1)[0]
reduced_features = features[:, selected_elements_indices]
return reduced_features
def fitness_func(labels, predictions):
mse = tf.keras.losses.MeanSquaredError()
fitness = 1/(mse(labels, predictions).numpy() + 0.00001)
return fitness
def cal_pop_fitness(pop, features, labels, train_indices, test_indices):
accuracies = np.zeros(pop.shape[0])
idx = 0
for curr_solution in pop:
reduced_features = reduce_features(curr_solution, features)
train_data = reduced_features[train_indices, :]
test_data = reduced_features[test_indices, :]
train_labels = labels[train_indices]
test_labels = labels[test_indices]
print(test_data)
print(train_data.shape)
print(test_data.shape)
model_nn = Sequential()
model_nn.add(Dense(128, activation = 'sigmoid',input_shape = (train_data.shape[1],)))
model_nn.add(Dropout(0.2))
model_nn.add(BatchNormalization())
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(1, activation='relu'))
opt = Adam()
model_nn.compile(optimizer=opt, loss='mean_squared_error', metrics='mean_squared_error')
history_nn = model_nn.fit(train_data, train_labels, epochs = 25, validation_data = [test_data, test_labels])
predictions = model_nn.predict(test_data)
accuracies[idx] = fitness_func(test_labels, predictions)
idx = idx + 1
return accuracies
def select_mating_pool(pop, fitness, num_parents):
parents = numpy.empty((num_parents, pop_shape[1]))
for parent_num in range(num_parents):
max_fitness_idx = np.where(fitness == np.max(fitness))
max_fitness_idx = max_fitness_idx[0][0]
parents[parent_num, :] = pop[max_fitness_idx, :]
fitness[max_fitness_idx] = -99999999999
return parents
def crossover(parents, offspring_size):
offspring = numpy.empty(offspring_size)
# The point at which crossover takes place between two parents. Usually, it is at the center.
crossover_point = numpy.uint8(offspring_size[1]/2)
for k in range(offspring_size[0]):
# Index of the first parent to mate.
parent1_idx = k%parents.shape[0]
# Index of the second parent to mate.
parent2_idx = (k+1)%parents.shape[0]
# The new offspring will have its first half of its genes taken from the first parent.
offspring[k, 0:crossover_point] = parents[parent1_idx, 0:crossover_point]
# The new offspring will have its second half of its genes taken from the second parent.
offspring[k, crossover_point:] = parents[parent2_idx, crossover_point:]
return offspring
def mutation(offspring_crossover, num_mutations = 2):
mutation_idx = np.random.randint(low = 0, high = offspring_crossover.shape[1], size = num_mutations)
for idx in range(offspring_crossover.shape[0]):
offspring_crossover[idx, mutation_idx] = 1 - offspring_crossover[idx, mutation_idx]
return offspring_crossover
for generation in range(num_generations):
print("Generation: ", generation)
fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
best_outputs.append(np.max(fitness))
print("Best Result: ", best_outputs[-1])
parents = select_mating_pool(new_population, fitness, num_parents_mating)
offspring_crossover = crossover(parents, offspring_size= (pop_shape[0]-parents.shape[0], num_feature_elements))
offspring_mutation = mutation(offspring_crossover, num_mutations= num_mutations)
new_population[0:parents.shape[0], :] = parents
new_population[parents.shape[0]:, :] = offspring_mutation
fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
# Then return the index of that solution corresponding to the best fitness.
best_match_idx = numpy.where(fitness == numpy.max(fitness))[0]
best_match_idx = best_match_idx[0]
best_solution = new_population[best_match_idx, :]
best_solution_indices = numpy.where(best_solution == 1)[0]
best_solution_num_elements = best_solution_indices.shape[0]
best_solution_fitness = fitness[best_match_idx]
print("best_match_idx : ", best_match_idx)
print("best_solution : ", best_solution)
print("Selected indices : ", best_solution_indices)
print("Number of selected elements : ", best_solution_num_elements)
print("Best solution fitness : ", best_solution_fitness)
Generation: 0 [[0.6994447 0.18225377 0.25015142 ... 0. 0. 0. ] [0.6737802 0.19041704 0.24591157 ... 0. 0. 0. ] [0.65978331 0.18030169 0.23682617 ... 0. 0. 0. ] ... [0.99012252 0.07808341 0.12517666 ... 0. 0. 0. ] [1. 0.0743567 0.1211387 ... 0. 0. 0. ] [0.99225423 0.07488909 0.11003432 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:08:06.783855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2390.3926 - mean_squared_error: 2390.3926
2022-12-09 11:08:12.007689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2390.3926 - mean_squared_error: 2390.3926 - val_loss: 818.6481 - val_mean_squared_error: 818.6481 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 121.0158 - mean_squared_error: 121.0158 - val_loss: 1439.9713 - val_mean_squared_error: 1439.9713 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 90.5931 - mean_squared_error: 90.5931 - val_loss: 2317.9133 - val_mean_squared_error: 2317.9133 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 81.2363 - mean_squared_error: 81.2363 - val_loss: 2625.4529 - val_mean_squared_error: 2625.4529 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 68.6132 - mean_squared_error: 68.6132 - val_loss: 2683.2451 - val_mean_squared_error: 2683.2451 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 56.2447 - mean_squared_error: 56.2447 - val_loss: 2638.3518 - val_mean_squared_error: 2638.3518 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3267 - mean_squared_error: 46.3267 - val_loss: 2724.8137 - val_mean_squared_error: 2724.8137 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0067 - mean_squared_error: 47.0067 - val_loss: 2641.4404 - val_mean_squared_error: 2641.4404 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2807 - mean_squared_error: 44.2807 - val_loss: 2646.6050 - val_mean_squared_error: 2646.6050 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 45.7578 - mean_squared_error: 45.7578 - val_loss: 2620.6013 - val_mean_squared_error: 2620.6013 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9175 - mean_squared_error: 45.9175 - val_loss: 2574.8103 - val_mean_squared_error: 2574.8103 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 52.7963 - mean_squared_error: 52.7963 - val_loss: 2468.1794 - val_mean_squared_error: 2468.1794 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.9988 - mean_squared_error: 42.9988 - val_loss: 2551.1704 - val_mean_squared_error: 2551.1704 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 48.5752 - mean_squared_error: 48.5752 - val_loss: 2464.7446 - val_mean_squared_error: 2464.7446 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5355 - mean_squared_error: 43.5355 - val_loss: 2427.3105 - val_mean_squared_error: 2427.3103 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 48.5332 - mean_squared_error: 48.5332 - val_loss: 2375.1843 - val_mean_squared_error: 2375.1843 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3841 - mean_squared_error: 45.3841 - val_loss: 2278.3857 - val_mean_squared_error: 2278.3855 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 44.7125 - mean_squared_error: 44.7125 - val_loss: 2333.3694 - val_mean_squared_error: 2333.3694 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7382 - mean_squared_error: 45.7382 - val_loss: 2324.3188 - val_mean_squared_error: 2324.3188 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3040 - mean_squared_error: 38.3040 - val_loss: 2199.1931 - val_mean_squared_error: 2199.1931 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8382 - mean_squared_error: 41.8382 - val_loss: 2277.7341 - val_mean_squared_error: 2277.7339 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6554 - mean_squared_error: 41.6554 - val_loss: 2145.1177 - val_mean_squared_error: 2145.1177 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0652 - mean_squared_error: 42.0652 - val_loss: 2269.1819 - val_mean_squared_error: 2269.1819 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 48.1477 - mean_squared_error: 48.1477 - val_loss: 2276.0862 - val_mean_squared_error: 2276.0862 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4544 - mean_squared_error: 42.4544 - val_loss: 2167.9163 - val_mean_squared_error: 2167.9163
2022-12-09 11:08:30.723773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:08:31.365523: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2386.3457 - mean_squared_error: 2386.3457
2022-12-09 11:08:36.346311: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2386.3457 - mean_squared_error: 2386.3457 - val_loss: 1151.9568 - val_mean_squared_error: 1151.9567 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 123.4793 - mean_squared_error: 123.4793 - val_loss: 1180.5648 - val_mean_squared_error: 1180.5648 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 59.7515 - mean_squared_error: 59.7515 - val_loss: 1764.1471 - val_mean_squared_error: 1764.1471 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 58.6754 - mean_squared_error: 58.6754 - val_loss: 2091.8035 - val_mean_squared_error: 2091.8035 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 51.0836 - mean_squared_error: 51.0836 - val_loss: 2362.6892 - val_mean_squared_error: 2362.6892 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 43.4719 - mean_squared_error: 43.4719 - val_loss: 2372.5881 - val_mean_squared_error: 2372.5881 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 47.5469 - mean_squared_error: 47.5469 - val_loss: 2330.3062 - val_mean_squared_error: 2330.3062 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8423 - mean_squared_error: 46.8423 - val_loss: 2361.1638 - val_mean_squared_error: 2361.1638 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4609 - mean_squared_error: 44.4609 - val_loss: 2311.7375 - val_mean_squared_error: 2311.7375 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9752 - mean_squared_error: 39.9752 - val_loss: 2297.7417 - val_mean_squared_error: 2297.7417 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.4042 - mean_squared_error: 42.4042 - val_loss: 2295.1562 - val_mean_squared_error: 2295.1562 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6627 - mean_squared_error: 42.6627 - val_loss: 2102.3987 - val_mean_squared_error: 2102.3987 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6937 - mean_squared_error: 42.6937 - val_loss: 2244.3738 - val_mean_squared_error: 2244.3738 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0488 - mean_squared_error: 44.0488 - val_loss: 1898.2231 - val_mean_squared_error: 1898.2231 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0873 - mean_squared_error: 40.0873 - val_loss: 2150.0466 - val_mean_squared_error: 2150.0466 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0654 - mean_squared_error: 38.0654 - val_loss: 2105.7566 - val_mean_squared_error: 2105.7563 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4519 - mean_squared_error: 38.4519 - val_loss: 2226.5452 - val_mean_squared_error: 2226.5452 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1872 - mean_squared_error: 40.1872 - val_loss: 1903.8317 - val_mean_squared_error: 1903.8317 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3888 - mean_squared_error: 38.3888 - val_loss: 1959.4696 - val_mean_squared_error: 1959.4696 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8565 - mean_squared_error: 44.8565 - val_loss: 1927.4696 - val_mean_squared_error: 1927.4696 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8511 - mean_squared_error: 38.8511 - val_loss: 1939.1357 - val_mean_squared_error: 1939.1357 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4500 - mean_squared_error: 46.4500 - val_loss: 1869.0468 - val_mean_squared_error: 1869.0468 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 47.3598 - mean_squared_error: 47.3598 - val_loss: 1651.5199 - val_mean_squared_error: 1651.5199 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 33.9791 - mean_squared_error: 33.9791 - val_loss: 1718.9354 - val_mean_squared_error: 1718.9354 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0541 - mean_squared_error: 45.0541 - val_loss: 1687.6069 - val_mean_squared_error: 1687.6069
2022-12-09 11:08:54.397529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.60500742 0.12548801 ... 0. 0. 0. ] [0.6737802 0.60709947 0.15281651 ... 0. 0. 0. ] [0.65978331 0.61047375 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.64428398 0.07933631 ... 0. 0. 0. ] [1. 0.6460386 0.07306191 ... 0. 0. 0. ] [0.99225423 0.66290997 0.08951478 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:08:54.924723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2374.4695 - mean_squared_error: 2374.4695
2022-12-09 11:08:59.774855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2374.4695 - mean_squared_error: 2374.4695 - val_loss: 870.7256 - val_mean_squared_error: 870.7256 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 114.4514 - mean_squared_error: 114.4514 - val_loss: 1107.4528 - val_mean_squared_error: 1107.4528 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 48.5208 - mean_squared_error: 48.5208 - val_loss: 1506.1099 - val_mean_squared_error: 1506.1099 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 49.7129 - mean_squared_error: 49.7129 - val_loss: 2060.6860 - val_mean_squared_error: 2060.6860 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 41.6213 - mean_squared_error: 41.6213 - val_loss: 2411.2490 - val_mean_squared_error: 2411.2490 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 41.2894 - mean_squared_error: 41.2894 - val_loss: 2385.7178 - val_mean_squared_error: 2385.7178 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8366 - mean_squared_error: 42.8366 - val_loss: 2344.4998 - val_mean_squared_error: 2344.4998 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 37.6090 - mean_squared_error: 37.6090 - val_loss: 2540.7683 - val_mean_squared_error: 2540.7683 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8335 - mean_squared_error: 46.8335 - val_loss: 2448.0320 - val_mean_squared_error: 2448.0320 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8806 - mean_squared_error: 37.8806 - val_loss: 2469.5081 - val_mean_squared_error: 2469.5081 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3147 - mean_squared_error: 38.3147 - val_loss: 2420.7583 - val_mean_squared_error: 2420.7583 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9482 - mean_squared_error: 42.9482 - val_loss: 2467.7678 - val_mean_squared_error: 2467.7678 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7272 - mean_squared_error: 38.7272 - val_loss: 2572.6953 - val_mean_squared_error: 2572.6953 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 52.0363 - mean_squared_error: 52.0363 - val_loss: 2508.7485 - val_mean_squared_error: 2508.7485 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4866 - mean_squared_error: 46.4866 - val_loss: 2390.2712 - val_mean_squared_error: 2390.2712 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 34.3559 - mean_squared_error: 34.3559 - val_loss: 2502.3875 - val_mean_squared_error: 2502.3875 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8317 - mean_squared_error: 37.8317 - val_loss: 2456.2651 - val_mean_squared_error: 2456.2651 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2689 - mean_squared_error: 38.2689 - val_loss: 2395.0945 - val_mean_squared_error: 2395.0945 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 34.0198 - mean_squared_error: 34.0198 - val_loss: 2405.4995 - val_mean_squared_error: 2405.4995 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2587 - mean_squared_error: 44.2587 - val_loss: 2498.1382 - val_mean_squared_error: 2498.1382 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 29.8918 - mean_squared_error: 29.8918 - val_loss: 2504.8418 - val_mean_squared_error: 2504.8418 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 32.7734 - mean_squared_error: 32.7734 - val_loss: 2401.3132 - val_mean_squared_error: 2401.3132 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 30.6190 - mean_squared_error: 30.6190 - val_loss: 2333.4905 - val_mean_squared_error: 2333.4905 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 54.6080 - mean_squared_error: 54.6080 - val_loss: 2390.4299 - val_mean_squared_error: 2390.4299 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5954 - mean_squared_error: 42.5954 - val_loss: 2397.0898 - val_mean_squared_error: 2397.0898
2022-12-09 11:09:18.312472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 11:09:18.894817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2352.2937 - mean_squared_error: 2352.2937
2022-12-09 11:09:23.863555: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2352.2937 - mean_squared_error: 2352.2937 - val_loss: 895.2610 - val_mean_squared_error: 895.2610 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 130.3858 - mean_squared_error: 130.3858 - val_loss: 1125.9702 - val_mean_squared_error: 1125.9702 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 88.6739 - mean_squared_error: 88.6739 - val_loss: 2409.4209 - val_mean_squared_error: 2409.4209 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 76.4834 - mean_squared_error: 76.4834 - val_loss: 2837.9219 - val_mean_squared_error: 2837.9219 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 58.4611 - mean_squared_error: 58.4611 - val_loss: 2888.7485 - val_mean_squared_error: 2888.7485 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 50.1532 - mean_squared_error: 50.1532 - val_loss: 2867.9534 - val_mean_squared_error: 2867.9534 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7241 - mean_squared_error: 43.7241 - val_loss: 2871.9661 - val_mean_squared_error: 2871.9658 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.9631 - mean_squared_error: 48.9631 - val_loss: 2786.0061 - val_mean_squared_error: 2786.0061 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6048 - mean_squared_error: 37.6048 - val_loss: 2716.2483 - val_mean_squared_error: 2716.2483 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8803 - mean_squared_error: 37.8803 - val_loss: 2656.0640 - val_mean_squared_error: 2656.0640 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 35.5241 - mean_squared_error: 35.5241 - val_loss: 2630.6196 - val_mean_squared_error: 2630.6196 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1991 - mean_squared_error: 39.1991 - val_loss: 2649.2009 - val_mean_squared_error: 2649.2009 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6682 - mean_squared_error: 41.6682 - val_loss: 2640.3767 - val_mean_squared_error: 2640.3765 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8037 - mean_squared_error: 39.8037 - val_loss: 2566.2883 - val_mean_squared_error: 2566.2883 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 35.0170 - mean_squared_error: 35.0170 - val_loss: 2596.0747 - val_mean_squared_error: 2596.0747 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1441 - mean_squared_error: 40.1441 - val_loss: 2506.3503 - val_mean_squared_error: 2506.3503 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7208 - mean_squared_error: 38.7208 - val_loss: 2438.3828 - val_mean_squared_error: 2438.3828 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6746 - mean_squared_error: 42.6746 - val_loss: 2530.2205 - val_mean_squared_error: 2530.2202 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8622 - mean_squared_error: 40.8622 - val_loss: 2670.3657 - val_mean_squared_error: 2670.3657 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 50.5326 - mean_squared_error: 50.5326 - val_loss: 2321.6804 - val_mean_squared_error: 2321.6804 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8283 - mean_squared_error: 40.8283 - val_loss: 2353.5515 - val_mean_squared_error: 2353.5515 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 48.9798 - mean_squared_error: 48.9798 - val_loss: 2337.2839 - val_mean_squared_error: 2337.2837 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5289 - mean_squared_error: 37.5289 - val_loss: 2279.7329 - val_mean_squared_error: 2279.7327 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0913 - mean_squared_error: 39.0913 - val_loss: 2317.0059 - val_mean_squared_error: 2317.0059 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7251 - mean_squared_error: 45.7251 - val_loss: 2299.6167 - val_mean_squared_error: 2299.6167
2022-12-09 11:09:42.200280: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:09:42.808213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2367.2717 - mean_squared_error: 2367.2717
2022-12-09 11:09:47.981723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2367.2717 - mean_squared_error: 2367.2717 - val_loss: 666.7333 - val_mean_squared_error: 666.7333 Epoch 2/25 81/81 [==============================] - 1s 10ms/step - loss: 147.7747 - mean_squared_error: 147.7747 - val_loss: 1141.0275 - val_mean_squared_error: 1141.0275 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 86.4557 - mean_squared_error: 86.4557 - val_loss: 2021.2965 - val_mean_squared_error: 2021.2965 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 73.9679 - mean_squared_error: 73.9679 - val_loss: 2523.3728 - val_mean_squared_error: 2523.3728 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 62.8831 - mean_squared_error: 62.8831 - val_loss: 2626.6841 - val_mean_squared_error: 2626.6841 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 58.9460 - mean_squared_error: 58.9460 - val_loss: 2679.1431 - val_mean_squared_error: 2679.1431 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3375 - mean_squared_error: 43.3375 - val_loss: 2706.9160 - val_mean_squared_error: 2706.9160 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0617 - mean_squared_error: 44.0617 - val_loss: 2596.6482 - val_mean_squared_error: 2596.6482 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 44.9197 - mean_squared_error: 44.9197 - val_loss: 2744.5769 - val_mean_squared_error: 2744.5769 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7847 - mean_squared_error: 44.7847 - val_loss: 2682.6819 - val_mean_squared_error: 2682.6819 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7592 - mean_squared_error: 43.7592 - val_loss: 2512.1299 - val_mean_squared_error: 2512.1299 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2713 - mean_squared_error: 39.2713 - val_loss: 2503.5317 - val_mean_squared_error: 2503.5317 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0791 - mean_squared_error: 36.0791 - val_loss: 2404.6008 - val_mean_squared_error: 2404.6008 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2363 - mean_squared_error: 43.2363 - val_loss: 2432.2888 - val_mean_squared_error: 2432.2888 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 48.4027 - mean_squared_error: 48.4027 - val_loss: 2435.3071 - val_mean_squared_error: 2435.3071 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0538 - mean_squared_error: 42.0538 - val_loss: 2365.6128 - val_mean_squared_error: 2365.6128 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5077 - mean_squared_error: 43.5077 - val_loss: 2483.7607 - val_mean_squared_error: 2483.7607 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7759 - mean_squared_error: 35.7759 - val_loss: 2326.8940 - val_mean_squared_error: 2326.8940 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 34.7474 - mean_squared_error: 34.7474 - val_loss: 2377.3523 - val_mean_squared_error: 2377.3523 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 35.8186 - mean_squared_error: 35.8186 - val_loss: 2247.2278 - val_mean_squared_error: 2247.2278 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 33.8073 - mean_squared_error: 33.8073 - val_loss: 2334.5034 - val_mean_squared_error: 2334.5034 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6808 - mean_squared_error: 38.6808 - val_loss: 2097.9958 - val_mean_squared_error: 2097.9958 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 31.8546 - mean_squared_error: 31.8546 - val_loss: 2210.4922 - val_mean_squared_error: 2210.4922 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6154 - mean_squared_error: 42.6154 - val_loss: 2233.4387 - val_mean_squared_error: 2233.4387 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8530 - mean_squared_error: 44.8530 - val_loss: 2275.0688 - val_mean_squared_error: 2275.0688
2022-12-09 11:10:06.000186: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005865677104747284 Generation: 1 [[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:10:06.658272: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.9314 - mean_squared_error: 2380.9314
2022-12-09 11:10:11.696957: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2380.9314 - mean_squared_error: 2380.9314 - val_loss: 1041.1071 - val_mean_squared_error: 1041.1071 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 114.8751 - mean_squared_error: 114.8751 - val_loss: 974.5891 - val_mean_squared_error: 974.5891 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 58.5545 - mean_squared_error: 58.5545 - val_loss: 1736.0028 - val_mean_squared_error: 1736.0028 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 55.7597 - mean_squared_error: 55.7597 - val_loss: 2255.8254 - val_mean_squared_error: 2255.8254 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 49.7018 - mean_squared_error: 49.7018 - val_loss: 2193.3098 - val_mean_squared_error: 2193.3098 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 50.7390 - mean_squared_error: 50.7390 - val_loss: 2258.8357 - val_mean_squared_error: 2258.8357 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8864 - mean_squared_error: 42.8864 - val_loss: 2413.5256 - val_mean_squared_error: 2413.5256 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1729 - mean_squared_error: 44.1729 - val_loss: 2289.4333 - val_mean_squared_error: 2289.4333 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2261 - mean_squared_error: 39.2261 - val_loss: 2170.5178 - val_mean_squared_error: 2170.5178 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 47.1410 - mean_squared_error: 47.1410 - val_loss: 2077.2205 - val_mean_squared_error: 2077.2205 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 57.3902 - mean_squared_error: 57.3902 - val_loss: 2025.6934 - val_mean_squared_error: 2025.6934 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3927 - mean_squared_error: 46.3927 - val_loss: 2125.2671 - val_mean_squared_error: 2125.2671 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3349 - mean_squared_error: 46.3349 - val_loss: 1922.3828 - val_mean_squared_error: 1922.3828 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 41.2767 - mean_squared_error: 41.2767 - val_loss: 1888.1270 - val_mean_squared_error: 1888.1270 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1513 - mean_squared_error: 44.1513 - val_loss: 1747.9557 - val_mean_squared_error: 1747.9557 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5620 - mean_squared_error: 35.5620 - val_loss: 1786.2418 - val_mean_squared_error: 1786.2418 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 40.8420 - mean_squared_error: 40.8420 - val_loss: 1753.6368 - val_mean_squared_error: 1753.6367 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6814 - mean_squared_error: 40.6814 - val_loss: 1735.0258 - val_mean_squared_error: 1735.0258 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8651 - mean_squared_error: 38.8651 - val_loss: 1773.1382 - val_mean_squared_error: 1773.1382 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6943 - mean_squared_error: 38.6943 - val_loss: 1669.3972 - val_mean_squared_error: 1669.3972 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6135 - mean_squared_error: 37.6135 - val_loss: 1709.0165 - val_mean_squared_error: 1709.0165 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5422 - mean_squared_error: 41.5422 - val_loss: 1743.7483 - val_mean_squared_error: 1743.7483 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1337 - mean_squared_error: 41.1337 - val_loss: 1453.3688 - val_mean_squared_error: 1453.3688 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6414 - mean_squared_error: 40.6414 - val_loss: 1621.0582 - val_mean_squared_error: 1621.0582 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8679 - mean_squared_error: 39.8679 - val_loss: 1716.7598 - val_mean_squared_error: 1716.7598
2022-12-09 11:10:29.890302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.18225377 0.25015142 ... 0. 0. 0. ] [0.6737802 0.19041704 0.24591157 ... 0. 0. 0. ] [0.65978331 0.18030169 0.23682617 ... 0. 0. 0. ] ... [0.99012252 0.07808341 0.12517666 ... 0. 0. 0. ] [1. 0.0743567 0.1211387 ... 0. 0. 0. ] [0.99225423 0.07488909 0.11003432 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:10:30.471761: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2434.5701 - mean_squared_error: 2434.5701
2022-12-09 11:10:35.536333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2434.5701 - mean_squared_error: 2434.5701 - val_loss: 775.6671 - val_mean_squared_error: 775.6671 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 128.2079 - mean_squared_error: 128.2079 - val_loss: 1584.9636 - val_mean_squared_error: 1584.9636 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 89.1844 - mean_squared_error: 89.1844 - val_loss: 2465.3540 - val_mean_squared_error: 2465.3540 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 73.3203 - mean_squared_error: 73.3203 - val_loss: 2822.4282 - val_mean_squared_error: 2822.4282 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 61.4514 - mean_squared_error: 61.4514 - val_loss: 2903.8381 - val_mean_squared_error: 2903.8381 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 58.1040 - mean_squared_error: 58.1040 - val_loss: 2909.0256 - val_mean_squared_error: 2909.0256 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 48.5922 - mean_squared_error: 48.5922 - val_loss: 2924.5015 - val_mean_squared_error: 2924.5015 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 51.4993 - mean_squared_error: 51.4993 - val_loss: 2910.4272 - val_mean_squared_error: 2910.4272 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 49.2413 - mean_squared_error: 49.2413 - val_loss: 2935.8215 - val_mean_squared_error: 2935.8215 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.4929 - mean_squared_error: 42.4929 - val_loss: 2888.0085 - val_mean_squared_error: 2888.0085 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0288 - mean_squared_error: 45.0288 - val_loss: 2889.8955 - val_mean_squared_error: 2889.8955 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2226 - mean_squared_error: 39.2226 - val_loss: 2868.2134 - val_mean_squared_error: 2868.2134 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7758 - mean_squared_error: 42.7758 - val_loss: 2817.8667 - val_mean_squared_error: 2817.8667 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7897 - mean_squared_error: 46.7897 - val_loss: 2769.5193 - val_mean_squared_error: 2769.5193 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3609 - mean_squared_error: 39.3609 - val_loss: 2813.7937 - val_mean_squared_error: 2813.7937 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1082 - mean_squared_error: 42.1082 - val_loss: 2734.0801 - val_mean_squared_error: 2734.0801 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2991 - mean_squared_error: 39.2991 - val_loss: 2830.2087 - val_mean_squared_error: 2830.2087 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4778 - mean_squared_error: 45.4778 - val_loss: 2779.2222 - val_mean_squared_error: 2779.2222 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3310 - mean_squared_error: 43.3310 - val_loss: 2721.1787 - val_mean_squared_error: 2721.1787 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5520 - mean_squared_error: 44.5520 - val_loss: 2742.6692 - val_mean_squared_error: 2742.6692 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3539 - mean_squared_error: 41.3539 - val_loss: 2757.1399 - val_mean_squared_error: 2757.1399 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 50.1319 - mean_squared_error: 50.1319 - val_loss: 2733.3250 - val_mean_squared_error: 2733.3250 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2282 - mean_squared_error: 43.2282 - val_loss: 2683.3967 - val_mean_squared_error: 2683.3967 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0224 - mean_squared_error: 42.0224 - val_loss: 2725.8816 - val_mean_squared_error: 2725.8816 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3493 - mean_squared_error: 40.3493 - val_loss: 2700.4319 - val_mean_squared_error: 2700.4319
2022-12-09 11:10:53.697996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:10:54.327748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2364.4360 - mean_squared_error: 2364.4360
2022-12-09 11:10:59.434212: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2364.4360 - mean_squared_error: 2364.4360 - val_loss: 1050.7894 - val_mean_squared_error: 1050.7894 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 133.5688 - mean_squared_error: 133.5688 - val_loss: 1461.3383 - val_mean_squared_error: 1461.3383 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 93.5018 - mean_squared_error: 93.5018 - val_loss: 2197.8833 - val_mean_squared_error: 2197.8833 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 75.0599 - mean_squared_error: 75.0599 - val_loss: 2628.6458 - val_mean_squared_error: 2628.6458 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 66.3823 - mean_squared_error: 66.3823 - val_loss: 2755.6836 - val_mean_squared_error: 2755.6836 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 53.8052 - mean_squared_error: 53.8052 - val_loss: 2736.1201 - val_mean_squared_error: 2736.1201 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 50.1618 - mean_squared_error: 50.1618 - val_loss: 2750.3081 - val_mean_squared_error: 2750.3081 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2676 - mean_squared_error: 46.2676 - val_loss: 2763.7507 - val_mean_squared_error: 2763.7507 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7507 - mean_squared_error: 46.7507 - val_loss: 2669.2263 - val_mean_squared_error: 2669.2263 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 51.5714 - mean_squared_error: 51.5714 - val_loss: 2550.8428 - val_mean_squared_error: 2550.8425 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4426 - mean_squared_error: 41.4426 - val_loss: 2542.6296 - val_mean_squared_error: 2542.6296 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6549 - mean_squared_error: 39.6549 - val_loss: 2597.8965 - val_mean_squared_error: 2597.8965 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 47.2220 - mean_squared_error: 47.2220 - val_loss: 2380.6313 - val_mean_squared_error: 2380.6313 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5181 - mean_squared_error: 41.5181 - val_loss: 2456.7639 - val_mean_squared_error: 2456.7637 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3141 - mean_squared_error: 39.3141 - val_loss: 2415.0000 - val_mean_squared_error: 2415.0000 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9038 - mean_squared_error: 37.9038 - val_loss: 2261.3081 - val_mean_squared_error: 2261.3081 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0805 - mean_squared_error: 39.0805 - val_loss: 2351.2998 - val_mean_squared_error: 2351.2998 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8196 - mean_squared_error: 43.8196 - val_loss: 2312.0154 - val_mean_squared_error: 2312.0154 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3239 - mean_squared_error: 39.3239 - val_loss: 2403.2173 - val_mean_squared_error: 2403.2173 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1471 - mean_squared_error: 42.1471 - val_loss: 2510.7922 - val_mean_squared_error: 2510.7922 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4072 - mean_squared_error: 39.4072 - val_loss: 2398.4998 - val_mean_squared_error: 2398.4998 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2183 - mean_squared_error: 37.2183 - val_loss: 2484.1086 - val_mean_squared_error: 2484.1086 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4095 - mean_squared_error: 40.4095 - val_loss: 2257.2048 - val_mean_squared_error: 2257.2048 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8724 - mean_squared_error: 37.8724 - val_loss: 2242.9216 - val_mean_squared_error: 2242.9216 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9487 - mean_squared_error: 38.9487 - val_loss: 2304.9314 - val_mean_squared_error: 2304.9312
2022-12-09 11:11:17.501213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 11:11:18.095659: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.6960 - mean_squared_error: 2406.6960
2022-12-09 11:11:23.192651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2406.6960 - mean_squared_error: 2406.6960 - val_loss: 814.7336 - val_mean_squared_error: 814.7336 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 120.7544 - mean_squared_error: 120.7544 - val_loss: 1263.1388 - val_mean_squared_error: 1263.1388 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 85.7127 - mean_squared_error: 85.7127 - val_loss: 2350.4365 - val_mean_squared_error: 2350.4365 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 72.7513 - mean_squared_error: 72.7513 - val_loss: 2850.9265 - val_mean_squared_error: 2850.9265 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 65.6437 - mean_squared_error: 65.6437 - val_loss: 2956.2388 - val_mean_squared_error: 2956.2388 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 53.9745 - mean_squared_error: 53.9745 - val_loss: 2973.3853 - val_mean_squared_error: 2973.3853 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 46.6561 - mean_squared_error: 46.6561 - val_loss: 2939.5874 - val_mean_squared_error: 2939.5874 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 40.6987 - mean_squared_error: 40.6987 - val_loss: 2931.1892 - val_mean_squared_error: 2931.1892 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9582 - mean_squared_error: 37.9582 - val_loss: 2851.5127 - val_mean_squared_error: 2851.5127 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1572 - mean_squared_error: 39.1572 - val_loss: 2887.6338 - val_mean_squared_error: 2887.6338 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6590 - mean_squared_error: 38.6590 - val_loss: 2813.8079 - val_mean_squared_error: 2813.8079 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6998 - mean_squared_error: 39.6998 - val_loss: 2789.9099 - val_mean_squared_error: 2789.9099 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6701 - mean_squared_error: 42.6701 - val_loss: 2705.4197 - val_mean_squared_error: 2705.4197 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8781 - mean_squared_error: 44.8781 - val_loss: 2633.0750 - val_mean_squared_error: 2633.0750 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9333 - mean_squared_error: 37.9333 - val_loss: 2593.6333 - val_mean_squared_error: 2593.6333 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1768 - mean_squared_error: 36.1768 - val_loss: 2554.7285 - val_mean_squared_error: 2554.7285 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6954 - mean_squared_error: 39.6954 - val_loss: 2723.0645 - val_mean_squared_error: 2723.0645 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4338 - mean_squared_error: 39.4338 - val_loss: 2490.4326 - val_mean_squared_error: 2490.4326 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6670 - mean_squared_error: 41.6670 - val_loss: 2530.4646 - val_mean_squared_error: 2530.4644 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 31.8465 - mean_squared_error: 31.8465 - val_loss: 2611.7710 - val_mean_squared_error: 2611.7710 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 36.7901 - mean_squared_error: 36.7901 - val_loss: 2589.8364 - val_mean_squared_error: 2589.8364 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8126 - mean_squared_error: 39.8126 - val_loss: 2476.6077 - val_mean_squared_error: 2476.6077 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4525 - mean_squared_error: 34.4525 - val_loss: 2439.5381 - val_mean_squared_error: 2439.5381 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5883 - mean_squared_error: 37.5883 - val_loss: 2415.7300 - val_mean_squared_error: 2415.7300 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9800 - mean_squared_error: 38.9800 - val_loss: 2398.9446 - val_mean_squared_error: 2398.9446
2022-12-09 11:11:41.502627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:11:42.196053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.9014 - mean_squared_error: 2408.9014
2022-12-09 11:11:47.428063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2408.9014 - mean_squared_error: 2408.9014 - val_loss: 734.6398 - val_mean_squared_error: 734.6398 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 108.7829 - mean_squared_error: 108.7829 - val_loss: 880.1025 - val_mean_squared_error: 880.1025 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 60.0606 - mean_squared_error: 60.0606 - val_loss: 1668.3328 - val_mean_squared_error: 1668.3328 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 58.3935 - mean_squared_error: 58.3935 - val_loss: 2242.4028 - val_mean_squared_error: 2242.4028 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 56.1085 - mean_squared_error: 56.1085 - val_loss: 2400.1611 - val_mean_squared_error: 2400.1611 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 50.1487 - mean_squared_error: 50.1487 - val_loss: 2488.8843 - val_mean_squared_error: 2488.8843 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 45.9217 - mean_squared_error: 45.9217 - val_loss: 2466.0071 - val_mean_squared_error: 2466.0071 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 44.4550 - mean_squared_error: 44.4550 - val_loss: 2533.3367 - val_mean_squared_error: 2533.3367 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6317 - mean_squared_error: 43.6317 - val_loss: 2418.1528 - val_mean_squared_error: 2418.1528 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0962 - mean_squared_error: 39.0962 - val_loss: 2397.3904 - val_mean_squared_error: 2397.3904 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5848 - mean_squared_error: 39.5848 - val_loss: 2470.6790 - val_mean_squared_error: 2470.6790 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 48.1816 - mean_squared_error: 48.1816 - val_loss: 2420.4885 - val_mean_squared_error: 2420.4883 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1723 - mean_squared_error: 46.1723 - val_loss: 2194.8154 - val_mean_squared_error: 2194.8154 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0472 - mean_squared_error: 45.0472 - val_loss: 2358.9282 - val_mean_squared_error: 2358.9282 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0532 - mean_squared_error: 45.0532 - val_loss: 2271.9551 - val_mean_squared_error: 2271.9551 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 34.3350 - mean_squared_error: 34.3350 - val_loss: 2255.7402 - val_mean_squared_error: 2255.7402 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 44.9239 - mean_squared_error: 44.9239 - val_loss: 2198.4421 - val_mean_squared_error: 2198.4421 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6453 - mean_squared_error: 39.6453 - val_loss: 2192.3591 - val_mean_squared_error: 2192.3591 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1338 - mean_squared_error: 38.1338 - val_loss: 2139.8079 - val_mean_squared_error: 2139.8079 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2657 - mean_squared_error: 39.2657 - val_loss: 1993.5642 - val_mean_squared_error: 1993.5640 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3968 - mean_squared_error: 43.3968 - val_loss: 1870.7332 - val_mean_squared_error: 1870.7332 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7405 - mean_squared_error: 43.7405 - val_loss: 1831.8698 - val_mean_squared_error: 1831.8698 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0151 - mean_squared_error: 38.0151 - val_loss: 1909.2607 - val_mean_squared_error: 1909.2607 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 32.7401 - mean_squared_error: 32.7401 - val_loss: 1971.8446 - val_mean_squared_error: 1971.8446 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.5331 - mean_squared_error: 34.5331 - val_loss: 1884.4967 - val_mean_squared_error: 1884.4967
2022-12-09 11:12:08.568776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005756218221413624 Generation: 2 [[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:12:09.268758: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2429.1543 - mean_squared_error: 2429.1543
2022-12-09 11:12:13.996729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2429.1543 - mean_squared_error: 2429.1543 - val_loss: 1098.0887 - val_mean_squared_error: 1098.0887 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 125.6808 - mean_squared_error: 125.6808 - val_loss: 1130.7137 - val_mean_squared_error: 1130.7137 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 60.5545 - mean_squared_error: 60.5545 - val_loss: 1743.0079 - val_mean_squared_error: 1743.0079 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 50.7182 - mean_squared_error: 50.7182 - val_loss: 2355.0974 - val_mean_squared_error: 2355.0974 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 49.8547 - mean_squared_error: 49.8547 - val_loss: 2361.7568 - val_mean_squared_error: 2361.7568 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 54.6651 - mean_squared_error: 54.6651 - val_loss: 2389.8723 - val_mean_squared_error: 2389.8723 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 50.4600 - mean_squared_error: 50.4600 - val_loss: 2413.9067 - val_mean_squared_error: 2413.9067 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 39.7473 - mean_squared_error: 39.7473 - val_loss: 2444.4700 - val_mean_squared_error: 2444.4700 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 47.3678 - mean_squared_error: 47.3678 - val_loss: 2130.9004 - val_mean_squared_error: 2130.9004 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1072 - mean_squared_error: 40.1072 - val_loss: 2382.0571 - val_mean_squared_error: 2382.0571 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8389 - mean_squared_error: 43.8389 - val_loss: 2250.8684 - val_mean_squared_error: 2250.8684 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 41.8308 - mean_squared_error: 41.8308 - val_loss: 2206.3716 - val_mean_squared_error: 2206.3716 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 46.0933 - mean_squared_error: 46.0933 - val_loss: 2024.4788 - val_mean_squared_error: 2024.4788 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3559 - mean_squared_error: 42.3559 - val_loss: 1894.1128 - val_mean_squared_error: 1894.1128 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9503 - mean_squared_error: 40.9503 - val_loss: 1952.3800 - val_mean_squared_error: 1952.3800 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5876 - mean_squared_error: 42.5876 - val_loss: 1960.7957 - val_mean_squared_error: 1960.7957 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6929 - mean_squared_error: 41.6929 - val_loss: 2005.1274 - val_mean_squared_error: 2005.1274 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0690 - mean_squared_error: 38.0690 - val_loss: 1862.5656 - val_mean_squared_error: 1862.5656 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8705 - mean_squared_error: 36.8705 - val_loss: 2005.1648 - val_mean_squared_error: 2005.1648 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8344 - mean_squared_error: 38.8344 - val_loss: 1891.1208 - val_mean_squared_error: 1891.1208 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7858 - mean_squared_error: 40.7858 - val_loss: 1834.3108 - val_mean_squared_error: 1834.3108 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0905 - mean_squared_error: 37.0905 - val_loss: 1875.4047 - val_mean_squared_error: 1875.4047 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0655 - mean_squared_error: 43.0655 - val_loss: 1761.2513 - val_mean_squared_error: 1761.2513 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4181 - mean_squared_error: 40.4181 - val_loss: 1706.8177 - val_mean_squared_error: 1706.8177 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6830 - mean_squared_error: 37.6830 - val_loss: 1862.2205 - val_mean_squared_error: 1862.2205
2022-12-09 11:12:32.791460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:12:33.415329: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2399.3269 - mean_squared_error: 2399.3269
2022-12-09 11:12:38.344471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2399.3269 - mean_squared_error: 2399.3269 - val_loss: 818.3428 - val_mean_squared_error: 818.3428 Epoch 2/25 81/81 [==============================] - 1s 10ms/step - loss: 106.3580 - mean_squared_error: 106.3580 - val_loss: 1030.0232 - val_mean_squared_error: 1030.0232 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 54.4490 - mean_squared_error: 54.4490 - val_loss: 1966.8496 - val_mean_squared_error: 1966.8496 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 53.0827 - mean_squared_error: 53.0827 - val_loss: 2541.9153 - val_mean_squared_error: 2541.9153 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 54.4557 - mean_squared_error: 54.4557 - val_loss: 2657.9021 - val_mean_squared_error: 2657.9021 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 46.5519 - mean_squared_error: 46.5519 - val_loss: 2643.2395 - val_mean_squared_error: 2643.2393 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 48.0503 - mean_squared_error: 48.0503 - val_loss: 2723.4041 - val_mean_squared_error: 2723.4038 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7811 - mean_squared_error: 42.7811 - val_loss: 2774.0798 - val_mean_squared_error: 2774.0798 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7590 - mean_squared_error: 40.7590 - val_loss: 2685.3027 - val_mean_squared_error: 2685.3027 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0127 - mean_squared_error: 42.0127 - val_loss: 2635.6638 - val_mean_squared_error: 2635.6638 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0671 - mean_squared_error: 37.0671 - val_loss: 2613.1746 - val_mean_squared_error: 2613.1746 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 37.4552 - mean_squared_error: 37.4552 - val_loss: 2652.6294 - val_mean_squared_error: 2652.6294 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2872 - mean_squared_error: 38.2872 - val_loss: 2633.5195 - val_mean_squared_error: 2633.5195 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5439 - mean_squared_error: 43.5439 - val_loss: 2458.2808 - val_mean_squared_error: 2458.2808 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2511 - mean_squared_error: 42.2511 - val_loss: 2595.6089 - val_mean_squared_error: 2595.6089 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 42.6911 - mean_squared_error: 42.6911 - val_loss: 2632.9656 - val_mean_squared_error: 2632.9656 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5238 - mean_squared_error: 41.5238 - val_loss: 2483.8320 - val_mean_squared_error: 2483.8320 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7910 - mean_squared_error: 37.7910 - val_loss: 2475.6963 - val_mean_squared_error: 2475.6963 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3945 - mean_squared_error: 41.3945 - val_loss: 2529.4946 - val_mean_squared_error: 2529.4946 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1525 - mean_squared_error: 40.1525 - val_loss: 2581.5759 - val_mean_squared_error: 2581.5759 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9290 - mean_squared_error: 44.9290 - val_loss: 2542.1472 - val_mean_squared_error: 2542.1472 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1994 - mean_squared_error: 43.1994 - val_loss: 2507.2581 - val_mean_squared_error: 2507.2581 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 49.8322 - mean_squared_error: 49.8322 - val_loss: 2560.6965 - val_mean_squared_error: 2560.6965 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7867 - mean_squared_error: 39.7867 - val_loss: 2343.6460 - val_mean_squared_error: 2343.6460 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0533 - mean_squared_error: 39.0533 - val_loss: 2414.0959 - val_mean_squared_error: 2414.0959
2022-12-09 11:12:56.542019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:12:57.072824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.0669 - mean_squared_error: 2408.0669
2022-12-09 11:13:01.981329: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2408.0669 - mean_squared_error: 2408.0669 - val_loss: 1226.8386 - val_mean_squared_error: 1226.8386 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 123.8645 - mean_squared_error: 123.8645 - val_loss: 1295.6671 - val_mean_squared_error: 1295.6671 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 81.8001 - mean_squared_error: 81.8001 - val_loss: 2149.6375 - val_mean_squared_error: 2149.6375 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 73.3219 - mean_squared_error: 73.3219 - val_loss: 2552.9229 - val_mean_squared_error: 2552.9229 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 58.8421 - mean_squared_error: 58.8421 - val_loss: 2514.8137 - val_mean_squared_error: 2514.8137 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 54.7737 - mean_squared_error: 54.7737 - val_loss: 2599.2737 - val_mean_squared_error: 2599.2737 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 45.8920 - mean_squared_error: 45.8920 - val_loss: 2331.7422 - val_mean_squared_error: 2331.7422 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 49.9104 - mean_squared_error: 49.9104 - val_loss: 2367.6108 - val_mean_squared_error: 2367.6106 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 48.8535 - mean_squared_error: 48.8535 - val_loss: 2151.1052 - val_mean_squared_error: 2151.1052 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2049 - mean_squared_error: 43.2049 - val_loss: 2238.3271 - val_mean_squared_error: 2238.3271 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3112 - mean_squared_error: 42.3112 - val_loss: 1999.4132 - val_mean_squared_error: 1999.4132 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 40.6849 - mean_squared_error: 40.6849 - val_loss: 2133.9607 - val_mean_squared_error: 2133.9607 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0877 - mean_squared_error: 36.0877 - val_loss: 2114.8591 - val_mean_squared_error: 2114.8591 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1303 - mean_squared_error: 38.1303 - val_loss: 2236.3030 - val_mean_squared_error: 2236.3030 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9035 - mean_squared_error: 40.9035 - val_loss: 1984.1555 - val_mean_squared_error: 1984.1555 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.4726 - mean_squared_error: 39.4726 - val_loss: 1861.2738 - val_mean_squared_error: 1861.2738 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7017 - mean_squared_error: 39.7017 - val_loss: 1794.1368 - val_mean_squared_error: 1794.1368 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7113 - mean_squared_error: 40.7113 - val_loss: 1790.4041 - val_mean_squared_error: 1790.4041 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6834 - mean_squared_error: 36.6834 - val_loss: 1916.2188 - val_mean_squared_error: 1916.2188 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2988 - mean_squared_error: 40.2988 - val_loss: 1972.9691 - val_mean_squared_error: 1972.9691 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3208 - mean_squared_error: 43.3208 - val_loss: 1897.7921 - val_mean_squared_error: 1897.7921 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 32.9565 - mean_squared_error: 32.9565 - val_loss: 1667.9662 - val_mean_squared_error: 1667.9662 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8116 - mean_squared_error: 40.8116 - val_loss: 1840.7274 - val_mean_squared_error: 1840.7274 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2001 - mean_squared_error: 41.2001 - val_loss: 1572.3724 - val_mean_squared_error: 1572.3724 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 32.0709 - mean_squared_error: 32.0709 - val_loss: 1714.2170 - val_mean_squared_error: 1714.2170
2022-12-09 11:13:20.097367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 11:13:20.651519: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.5146 - mean_squared_error: 2406.5146
2022-12-09 11:13:25.741580: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2406.5146 - mean_squared_error: 2406.5146 - val_loss: 1067.4407 - val_mean_squared_error: 1067.4407 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 118.0770 - mean_squared_error: 118.0770 - val_loss: 1055.3593 - val_mean_squared_error: 1055.3593 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 89.4592 - mean_squared_error: 89.4592 - val_loss: 2171.5979 - val_mean_squared_error: 2171.5979 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 84.9102 - mean_squared_error: 84.9102 - val_loss: 2752.6216 - val_mean_squared_error: 2752.6213 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 72.1123 - mean_squared_error: 72.1123 - val_loss: 2874.4971 - val_mean_squared_error: 2874.4968 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 58.2282 - mean_squared_error: 58.2282 - val_loss: 2938.1624 - val_mean_squared_error: 2938.1624 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 45.3134 - mean_squared_error: 45.3134 - val_loss: 2968.8862 - val_mean_squared_error: 2968.8862 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.2937 - mean_squared_error: 48.2937 - val_loss: 2852.7820 - val_mean_squared_error: 2852.7820 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4843 - mean_squared_error: 39.4843 - val_loss: 2809.5588 - val_mean_squared_error: 2809.5588 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9961 - mean_squared_error: 44.9961 - val_loss: 2802.6240 - val_mean_squared_error: 2802.6240 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1526 - mean_squared_error: 39.1526 - val_loss: 2705.7451 - val_mean_squared_error: 2705.7451 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0695 - mean_squared_error: 42.0695 - val_loss: 2667.1094 - val_mean_squared_error: 2667.1094 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 34.7530 - mean_squared_error: 34.7530 - val_loss: 2732.3186 - val_mean_squared_error: 2732.3186 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 32.6827 - mean_squared_error: 32.6827 - val_loss: 2706.4336 - val_mean_squared_error: 2706.4336 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 33.6945 - mean_squared_error: 33.6945 - val_loss: 2725.5105 - val_mean_squared_error: 2725.5105 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 33.6254 - mean_squared_error: 33.6254 - val_loss: 2747.3652 - val_mean_squared_error: 2747.3652 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7125 - mean_squared_error: 45.7125 - val_loss: 2566.5007 - val_mean_squared_error: 2566.5007 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4970 - mean_squared_error: 41.4970 - val_loss: 2530.0859 - val_mean_squared_error: 2530.0859 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8943 - mean_squared_error: 39.8943 - val_loss: 2517.7737 - val_mean_squared_error: 2517.7737 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5402 - mean_squared_error: 39.5402 - val_loss: 2517.9783 - val_mean_squared_error: 2517.9780 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3401 - mean_squared_error: 43.3401 - val_loss: 2535.7761 - val_mean_squared_error: 2535.7761 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 31.9449 - mean_squared_error: 31.9449 - val_loss: 2637.9434 - val_mean_squared_error: 2637.9434 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5857 - mean_squared_error: 41.5857 - val_loss: 2649.9192 - val_mean_squared_error: 2649.9192 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1545 - mean_squared_error: 35.1545 - val_loss: 2316.0232 - val_mean_squared_error: 2316.0232 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5394 - mean_squared_error: 39.5394 - val_loss: 2561.1079 - val_mean_squared_error: 2561.1079
2022-12-09 11:13:44.127190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:13:44.730969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2383.3760 - mean_squared_error: 2383.3760
2022-12-09 11:13:49.822718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2383.3760 - mean_squared_error: 2383.3760 - val_loss: 1092.7125 - val_mean_squared_error: 1092.7125 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 109.7811 - mean_squared_error: 109.7811 - val_loss: 1239.5483 - val_mean_squared_error: 1239.5483 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 56.7272 - mean_squared_error: 56.7272 - val_loss: 1879.6350 - val_mean_squared_error: 1879.6350 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 50.1312 - mean_squared_error: 50.1312 - val_loss: 2543.5996 - val_mean_squared_error: 2543.5996 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 54.4588 - mean_squared_error: 54.4588 - val_loss: 2529.5986 - val_mean_squared_error: 2529.5986 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 43.2890 - mean_squared_error: 43.2890 - val_loss: 2470.5496 - val_mean_squared_error: 2470.5496 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 50.5618 - mean_squared_error: 50.5618 - val_loss: 2406.1245 - val_mean_squared_error: 2406.1245 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 49.9819 - mean_squared_error: 49.9819 - val_loss: 2442.2598 - val_mean_squared_error: 2442.2598 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3637 - mean_squared_error: 42.3637 - val_loss: 2446.8870 - val_mean_squared_error: 2446.8870 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3690 - mean_squared_error: 37.3690 - val_loss: 2410.7400 - val_mean_squared_error: 2410.7400 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.9577 - mean_squared_error: 42.9577 - val_loss: 2307.8125 - val_mean_squared_error: 2307.8125 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0938 - mean_squared_error: 39.0938 - val_loss: 2311.4888 - val_mean_squared_error: 2311.4888 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3436 - mean_squared_error: 41.3436 - val_loss: 2170.7119 - val_mean_squared_error: 2170.7119 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 39.6468 - mean_squared_error: 39.6468 - val_loss: 2174.7590 - val_mean_squared_error: 2174.7590 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4733 - mean_squared_error: 40.4733 - val_loss: 2083.7468 - val_mean_squared_error: 2083.7468 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9059 - mean_squared_error: 39.9059 - val_loss: 2243.8433 - val_mean_squared_error: 2243.8433 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5678 - mean_squared_error: 41.5678 - val_loss: 2245.4055 - val_mean_squared_error: 2245.4055 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8784 - mean_squared_error: 39.8784 - val_loss: 2081.4563 - val_mean_squared_error: 2081.4563 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7240 - mean_squared_error: 38.7240 - val_loss: 1922.5326 - val_mean_squared_error: 1922.5326 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8826 - mean_squared_error: 38.8826 - val_loss: 1947.5504 - val_mean_squared_error: 1947.5503 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1055 - mean_squared_error: 39.1055 - val_loss: 2051.3457 - val_mean_squared_error: 2051.3457 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 48.6934 - mean_squared_error: 48.6934 - val_loss: 1969.7760 - val_mean_squared_error: 1969.7760 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5602 - mean_squared_error: 38.5602 - val_loss: 1987.9473 - val_mean_squared_error: 1987.9473 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4902 - mean_squared_error: 36.4902 - val_loss: 1752.0819 - val_mean_squared_error: 1752.0819 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3163 - mean_squared_error: 38.3163 - val_loss: 1848.2351 - val_mean_squared_error: 1848.2351
2022-12-09 11:14:07.991239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005764704325819192 Generation: 3 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:14:08.567057: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.3335 - mean_squared_error: 2408.3335
2022-12-09 11:14:13.664063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2408.3335 - mean_squared_error: 2408.3335 - val_loss: 1096.5430 - val_mean_squared_error: 1096.5428 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 147.3911 - mean_squared_error: 147.3911 - val_loss: 1248.6062 - val_mean_squared_error: 1248.6062 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 85.5654 - mean_squared_error: 85.5654 - val_loss: 1837.2019 - val_mean_squared_error: 1837.2019 Epoch 4/25 81/81 [==============================] - 1s 8ms/step - loss: 79.5438 - mean_squared_error: 79.5438 - val_loss: 2408.0547 - val_mean_squared_error: 2408.0547 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 65.7210 - mean_squared_error: 65.7210 - val_loss: 2479.3633 - val_mean_squared_error: 2479.3633 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 59.1800 - mean_squared_error: 59.1800 - val_loss: 2507.6382 - val_mean_squared_error: 2507.6382 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 49.9439 - mean_squared_error: 49.9439 - val_loss: 2483.8098 - val_mean_squared_error: 2483.8098 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 45.6428 - mean_squared_error: 45.6428 - val_loss: 2387.2671 - val_mean_squared_error: 2387.2671 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 43.2865 - mean_squared_error: 43.2865 - val_loss: 2211.1208 - val_mean_squared_error: 2211.1208 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9600 - mean_squared_error: 38.9600 - val_loss: 2569.2681 - val_mean_squared_error: 2569.2681 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.1325 - mean_squared_error: 42.1325 - val_loss: 2358.4211 - val_mean_squared_error: 2358.4211 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0569 - mean_squared_error: 40.0569 - val_loss: 2299.9141 - val_mean_squared_error: 2299.9141 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 34.9756 - mean_squared_error: 34.9756 - val_loss: 2333.5818 - val_mean_squared_error: 2333.5818 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4772 - mean_squared_error: 44.4772 - val_loss: 2029.6857 - val_mean_squared_error: 2029.6857 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1404 - mean_squared_error: 43.1404 - val_loss: 2291.4275 - val_mean_squared_error: 2291.4275 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8191 - mean_squared_error: 37.8191 - val_loss: 2183.2378 - val_mean_squared_error: 2183.2378 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3569 - mean_squared_error: 37.3569 - val_loss: 2181.1746 - val_mean_squared_error: 2181.1746 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7566 - mean_squared_error: 37.7566 - val_loss: 2090.7976 - val_mean_squared_error: 2090.7974 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5595 - mean_squared_error: 39.5595 - val_loss: 1904.7410 - val_mean_squared_error: 1904.7410 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 49.6267 - mean_squared_error: 49.6267 - val_loss: 2079.2068 - val_mean_squared_error: 2079.2068 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1643 - mean_squared_error: 41.1643 - val_loss: 2174.7686 - val_mean_squared_error: 2174.7686 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 33.8252 - mean_squared_error: 33.8252 - val_loss: 2191.5112 - val_mean_squared_error: 2191.5112 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9324 - mean_squared_error: 40.9324 - val_loss: 2041.9460 - val_mean_squared_error: 2041.9460 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 44.5499 - mean_squared_error: 44.5499 - val_loss: 2159.9968 - val_mean_squared_error: 2159.9968 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4173 - mean_squared_error: 41.4173 - val_loss: 2070.8042 - val_mean_squared_error: 2070.8042
2022-12-09 11:14:31.961458: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:14:32.561829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2416.8965 - mean_squared_error: 2416.8965
2022-12-09 11:14:37.696602: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2416.8965 - mean_squared_error: 2416.8965 - val_loss: 1185.7448 - val_mean_squared_error: 1185.7448 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 120.5178 - mean_squared_error: 120.5178 - val_loss: 1201.3787 - val_mean_squared_error: 1201.3787 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 59.2450 - mean_squared_error: 59.2450 - val_loss: 1801.6830 - val_mean_squared_error: 1801.6830 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 50.1860 - mean_squared_error: 50.1860 - val_loss: 2285.7502 - val_mean_squared_error: 2285.7502 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 49.6344 - mean_squared_error: 49.6344 - val_loss: 2471.3472 - val_mean_squared_error: 2471.3472 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 52.8472 - mean_squared_error: 52.8472 - val_loss: 2487.7986 - val_mean_squared_error: 2487.7986 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 43.4781 - mean_squared_error: 43.4781 - val_loss: 2524.3882 - val_mean_squared_error: 2524.3882 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8869 - mean_squared_error: 43.8869 - val_loss: 2487.3792 - val_mean_squared_error: 2487.3789 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1302 - mean_squared_error: 38.1302 - val_loss: 2353.7485 - val_mean_squared_error: 2353.7485 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7036 - mean_squared_error: 37.7036 - val_loss: 2419.9827 - val_mean_squared_error: 2419.9827 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3997 - mean_squared_error: 43.3997 - val_loss: 2520.8779 - val_mean_squared_error: 2520.8779 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7591 - mean_squared_error: 42.7591 - val_loss: 2306.3752 - val_mean_squared_error: 2306.3750 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7289 - mean_squared_error: 45.7289 - val_loss: 2296.7632 - val_mean_squared_error: 2296.7632 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0680 - mean_squared_error: 39.0680 - val_loss: 2377.0515 - val_mean_squared_error: 2377.0515 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 42.9029 - mean_squared_error: 42.9029 - val_loss: 2266.6907 - val_mean_squared_error: 2266.6904 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0301 - mean_squared_error: 47.0301 - val_loss: 2018.8618 - val_mean_squared_error: 2018.8618 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6746 - mean_squared_error: 40.6746 - val_loss: 2162.2397 - val_mean_squared_error: 2162.2397 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1353 - mean_squared_error: 39.1353 - val_loss: 2243.5330 - val_mean_squared_error: 2243.5330 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0836 - mean_squared_error: 39.0836 - val_loss: 2198.8120 - val_mean_squared_error: 2198.8120 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6979 - mean_squared_error: 42.6979 - val_loss: 1954.7749 - val_mean_squared_error: 1954.7749 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 45.6033 - mean_squared_error: 45.6033 - val_loss: 1977.9688 - val_mean_squared_error: 1977.9688 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1579 - mean_squared_error: 43.1579 - val_loss: 1941.5847 - val_mean_squared_error: 1941.5847 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 48.3458 - mean_squared_error: 48.3458 - val_loss: 2067.0789 - val_mean_squared_error: 2067.0789 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9095 - mean_squared_error: 43.9095 - val_loss: 1891.3195 - val_mean_squared_error: 1891.3195 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2610 - mean_squared_error: 36.2610 - val_loss: 1861.7716 - val_mean_squared_error: 1861.7716
2022-12-09 11:14:55.829514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:14:56.414931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2411.5090 - mean_squared_error: 2411.5090
2022-12-09 11:15:01.557433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2411.5090 - mean_squared_error: 2411.5090 - val_loss: 955.0837 - val_mean_squared_error: 955.0837 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 114.2705 - mean_squared_error: 114.2705 - val_loss: 1449.4520 - val_mean_squared_error: 1449.4520 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 61.6672 - mean_squared_error: 61.6672 - val_loss: 2291.4409 - val_mean_squared_error: 2291.4409 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 59.1906 - mean_squared_error: 59.1906 - val_loss: 2754.0349 - val_mean_squared_error: 2754.0349 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 47.4178 - mean_squared_error: 47.4178 - val_loss: 2902.4104 - val_mean_squared_error: 2902.4104 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 41.5756 - mean_squared_error: 41.5756 - val_loss: 2935.3250 - val_mean_squared_error: 2935.3250 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 51.1676 - mean_squared_error: 51.1676 - val_loss: 2913.5930 - val_mean_squared_error: 2913.5930 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 51.1477 - mean_squared_error: 51.1477 - val_loss: 2884.2471 - val_mean_squared_error: 2884.2471 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 51.1027 - mean_squared_error: 51.1027 - val_loss: 2916.9812 - val_mean_squared_error: 2916.9812 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7893 - mean_squared_error: 44.7893 - val_loss: 2865.8984 - val_mean_squared_error: 2865.8984 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5160 - mean_squared_error: 39.5160 - val_loss: 2854.0667 - val_mean_squared_error: 2854.0667 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9292 - mean_squared_error: 44.9292 - val_loss: 2783.9424 - val_mean_squared_error: 2783.9424 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0888 - mean_squared_error: 42.0888 - val_loss: 2844.1550 - val_mean_squared_error: 2844.1550 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 45.2657 - mean_squared_error: 45.2657 - val_loss: 2745.7715 - val_mean_squared_error: 2745.7715 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9077 - mean_squared_error: 39.9077 - val_loss: 2710.3716 - val_mean_squared_error: 2710.3716 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3801 - mean_squared_error: 43.3801 - val_loss: 2720.1499 - val_mean_squared_error: 2720.1499 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5807 - mean_squared_error: 38.5807 - val_loss: 2616.0232 - val_mean_squared_error: 2616.0232 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7177 - mean_squared_error: 42.7177 - val_loss: 2623.9199 - val_mean_squared_error: 2623.9199 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3072 - mean_squared_error: 43.3072 - val_loss: 2689.4446 - val_mean_squared_error: 2689.4446 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4656 - mean_squared_error: 43.4656 - val_loss: 2684.1213 - val_mean_squared_error: 2684.1213 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2363 - mean_squared_error: 39.2363 - val_loss: 2645.1333 - val_mean_squared_error: 2645.1333 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0226 - mean_squared_error: 37.0226 - val_loss: 2591.3164 - val_mean_squared_error: 2591.3164 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2432 - mean_squared_error: 39.2432 - val_loss: 2615.2595 - val_mean_squared_error: 2615.2595 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3240 - mean_squared_error: 38.3240 - val_loss: 2555.4580 - val_mean_squared_error: 2555.4580 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.8177 - mean_squared_error: 34.8177 - val_loss: 2503.4238 - val_mean_squared_error: 2503.4238
2022-12-09 11:15:19.814431: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:15:20.405722: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2363.5610 - mean_squared_error: 2363.5610
2022-12-09 11:15:25.456744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2363.5610 - mean_squared_error: 2363.5610 - val_loss: 606.2336 - val_mean_squared_error: 606.2336 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 98.5965 - mean_squared_error: 98.5965 - val_loss: 995.1422 - val_mean_squared_error: 995.1422 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 58.9828 - mean_squared_error: 58.9828 - val_loss: 2185.6838 - val_mean_squared_error: 2185.6838 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 55.5761 - mean_squared_error: 55.5761 - val_loss: 2720.6223 - val_mean_squared_error: 2720.6223 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 47.9086 - mean_squared_error: 47.9086 - val_loss: 2858.4038 - val_mean_squared_error: 2858.4038 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 47.3984 - mean_squared_error: 47.3984 - val_loss: 2838.0183 - val_mean_squared_error: 2838.0183 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 44.8495 - mean_squared_error: 44.8495 - val_loss: 2856.7947 - val_mean_squared_error: 2856.7947 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 43.5020 - mean_squared_error: 43.5020 - val_loss: 2926.0676 - val_mean_squared_error: 2926.0676 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1546 - mean_squared_error: 44.1546 - val_loss: 2918.9346 - val_mean_squared_error: 2918.9346 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 36.2282 - mean_squared_error: 36.2282 - val_loss: 2888.3252 - val_mean_squared_error: 2888.3252 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1791 - mean_squared_error: 44.1791 - val_loss: 2889.7937 - val_mean_squared_error: 2889.7937 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 33.9599 - mean_squared_error: 33.9599 - val_loss: 2843.0203 - val_mean_squared_error: 2843.0203 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3648 - mean_squared_error: 46.3648 - val_loss: 2908.9280 - val_mean_squared_error: 2908.9280 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1152 - mean_squared_error: 41.1152 - val_loss: 2831.9834 - val_mean_squared_error: 2831.9834 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3326 - mean_squared_error: 43.3326 - val_loss: 2858.1243 - val_mean_squared_error: 2858.1243 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5538 - mean_squared_error: 42.5538 - val_loss: 2790.6238 - val_mean_squared_error: 2790.6238 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0450 - mean_squared_error: 47.0450 - val_loss: 2867.1753 - val_mean_squared_error: 2867.1750 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5884 - mean_squared_error: 38.5884 - val_loss: 2803.2402 - val_mean_squared_error: 2803.2402 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6359 - mean_squared_error: 37.6359 - val_loss: 2825.3220 - val_mean_squared_error: 2825.3220 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3481 - mean_squared_error: 44.3481 - val_loss: 2817.2771 - val_mean_squared_error: 2817.2771 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6009 - mean_squared_error: 41.6009 - val_loss: 2751.7014 - val_mean_squared_error: 2751.7014 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6143 - mean_squared_error: 46.6143 - val_loss: 2721.1809 - val_mean_squared_error: 2721.1809 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8581 - mean_squared_error: 46.8581 - val_loss: 2761.8965 - val_mean_squared_error: 2761.8965 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5123 - mean_squared_error: 41.5123 - val_loss: 2763.5591 - val_mean_squared_error: 2763.5591 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.8302 - mean_squared_error: 34.8302 - val_loss: 2776.8259 - val_mean_squared_error: 2776.8259
2022-12-09 11:15:43.559150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:15:44.149623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2386.4729 - mean_squared_error: 2386.4729
2022-12-09 11:15:49.263637: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2386.4729 - mean_squared_error: 2386.4729 - val_loss: 1072.2786 - val_mean_squared_error: 1072.2786 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 112.8278 - mean_squared_error: 112.8278 - val_loss: 1190.6052 - val_mean_squared_error: 1190.6052 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 67.0545 - mean_squared_error: 67.0545 - val_loss: 2102.9707 - val_mean_squared_error: 2102.9707 Epoch 4/25 81/81 [==============================] - 1s 8ms/step - loss: 60.8110 - mean_squared_error: 60.8110 - val_loss: 2686.5381 - val_mean_squared_error: 2686.5381 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 52.1156 - mean_squared_error: 52.1156 - val_loss: 2677.4985 - val_mean_squared_error: 2677.4985 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 40.9650 - mean_squared_error: 40.9650 - val_loss: 2719.1826 - val_mean_squared_error: 2719.1826 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4827 - mean_squared_error: 38.4827 - val_loss: 2687.8875 - val_mean_squared_error: 2687.8875 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0366 - mean_squared_error: 41.0366 - val_loss: 2632.1025 - val_mean_squared_error: 2632.1025 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 33.9974 - mean_squared_error: 33.9974 - val_loss: 2507.0081 - val_mean_squared_error: 2507.0081 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 37.6460 - mean_squared_error: 37.6460 - val_loss: 2524.7419 - val_mean_squared_error: 2524.7419 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4846 - mean_squared_error: 38.4846 - val_loss: 2478.0686 - val_mean_squared_error: 2478.0686 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2425 - mean_squared_error: 37.2425 - val_loss: 2587.7390 - val_mean_squared_error: 2587.7390 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 38.2789 - mean_squared_error: 38.2789 - val_loss: 2527.5291 - val_mean_squared_error: 2527.5291 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 35.0302 - mean_squared_error: 35.0302 - val_loss: 2464.9224 - val_mean_squared_error: 2464.9224 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9368 - mean_squared_error: 39.9368 - val_loss: 2341.7600 - val_mean_squared_error: 2341.7600 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8739 - mean_squared_error: 42.8739 - val_loss: 2402.5720 - val_mean_squared_error: 2402.5720 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3179 - mean_squared_error: 45.3179 - val_loss: 2226.8530 - val_mean_squared_error: 2226.8530 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 34.5726 - mean_squared_error: 34.5726 - val_loss: 2237.6921 - val_mean_squared_error: 2237.6921 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7445 - mean_squared_error: 42.7445 - val_loss: 2276.6750 - val_mean_squared_error: 2276.6750 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1176 - mean_squared_error: 36.1176 - val_loss: 2206.1882 - val_mean_squared_error: 2206.1882 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4190 - mean_squared_error: 40.4190 - val_loss: 2292.4070 - val_mean_squared_error: 2292.4070 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9710 - mean_squared_error: 38.9710 - val_loss: 2219.1680 - val_mean_squared_error: 2219.1680 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 45.6697 - mean_squared_error: 45.6697 - val_loss: 2175.9312 - val_mean_squared_error: 2175.9312 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1028 - mean_squared_error: 37.1028 - val_loss: 2237.8904 - val_mean_squared_error: 2237.8904 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5951 - mean_squared_error: 35.5951 - val_loss: 2138.3364 - val_mean_squared_error: 2138.3364
2022-12-09 11:16:07.439170: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005320156911130178 Generation: 4 [[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:16:08.063370: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2389.6499 - mean_squared_error: 2389.6499
2022-12-09 11:16:13.186567: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2389.6499 - mean_squared_error: 2389.6499 - val_loss: 1054.4341 - val_mean_squared_error: 1054.4341 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 119.6019 - mean_squared_error: 119.6019 - val_loss: 1092.8879 - val_mean_squared_error: 1092.8879 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 60.7707 - mean_squared_error: 60.7707 - val_loss: 1504.9921 - val_mean_squared_error: 1504.9921 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 52.4200 - mean_squared_error: 52.4200 - val_loss: 2396.0522 - val_mean_squared_error: 2396.0522 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 52.9394 - mean_squared_error: 52.9394 - val_loss: 2513.3125 - val_mean_squared_error: 2513.3125 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.1378 - mean_squared_error: 46.1378 - val_loss: 2637.3511 - val_mean_squared_error: 2637.3511 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 49.7525 - mean_squared_error: 49.7525 - val_loss: 2667.6147 - val_mean_squared_error: 2667.6147 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 41.1985 - mean_squared_error: 41.1985 - val_loss: 2621.5444 - val_mean_squared_error: 2621.5444 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9879 - mean_squared_error: 44.9879 - val_loss: 2687.0454 - val_mean_squared_error: 2687.0454 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 39.4487 - mean_squared_error: 39.4487 - val_loss: 2565.7361 - val_mean_squared_error: 2565.7361 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7344 - mean_squared_error: 43.7344 - val_loss: 2653.6887 - val_mean_squared_error: 2653.6887 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6372 - mean_squared_error: 41.6372 - val_loss: 2668.2554 - val_mean_squared_error: 2668.2554 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3170 - mean_squared_error: 38.3170 - val_loss: 2667.6550 - val_mean_squared_error: 2667.6550 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9190 - mean_squared_error: 38.9190 - val_loss: 2614.2952 - val_mean_squared_error: 2614.2952 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8848 - mean_squared_error: 37.8848 - val_loss: 2500.5613 - val_mean_squared_error: 2500.5613 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 49.6396 - mean_squared_error: 49.6396 - val_loss: 2527.2800 - val_mean_squared_error: 2527.2800 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 42.2630 - mean_squared_error: 42.2630 - val_loss: 2542.6892 - val_mean_squared_error: 2542.6892 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 41.2200 - mean_squared_error: 41.2200 - val_loss: 2486.1106 - val_mean_squared_error: 2486.1106 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3342 - mean_squared_error: 41.3342 - val_loss: 2344.7104 - val_mean_squared_error: 2344.7104 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9728 - mean_squared_error: 41.9728 - val_loss: 2384.9590 - val_mean_squared_error: 2384.9590 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4222 - mean_squared_error: 43.4222 - val_loss: 2270.6060 - val_mean_squared_error: 2270.6060 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8599 - mean_squared_error: 41.8599 - val_loss: 2352.4858 - val_mean_squared_error: 2352.4858 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3540 - mean_squared_error: 44.3540 - val_loss: 2357.5371 - val_mean_squared_error: 2357.5371 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6500 - mean_squared_error: 45.6500 - val_loss: 2192.6436 - val_mean_squared_error: 2192.6433 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0576 - mean_squared_error: 39.0576 - val_loss: 2286.0137 - val_mean_squared_error: 2286.0137
2022-12-09 11:16:31.492117: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:16:32.109732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.9170 - mean_squared_error: 2419.9170
2022-12-09 11:16:37.254041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2419.9170 - mean_squared_error: 2419.9170 - val_loss: 1079.9658 - val_mean_squared_error: 1079.9658 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 134.1038 - mean_squared_error: 134.1038 - val_loss: 1247.6821 - val_mean_squared_error: 1247.6821 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 92.7407 - mean_squared_error: 92.7407 - val_loss: 2013.8033 - val_mean_squared_error: 2013.8033 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 75.7374 - mean_squared_error: 75.7374 - val_loss: 2382.6409 - val_mean_squared_error: 2382.6409 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 63.0869 - mean_squared_error: 63.0869 - val_loss: 2584.2397 - val_mean_squared_error: 2584.2397 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 55.1131 - mean_squared_error: 55.1131 - val_loss: 2505.6028 - val_mean_squared_error: 2505.6028 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 47.6665 - mean_squared_error: 47.6665 - val_loss: 2418.2725 - val_mean_squared_error: 2418.2725 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5295 - mean_squared_error: 41.5295 - val_loss: 2331.8550 - val_mean_squared_error: 2331.8550 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6468 - mean_squared_error: 37.6468 - val_loss: 2441.2913 - val_mean_squared_error: 2441.2913 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.9632 - mean_squared_error: 43.9632 - val_loss: 2276.7676 - val_mean_squared_error: 2276.7676 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2846 - mean_squared_error: 41.2846 - val_loss: 2177.7832 - val_mean_squared_error: 2177.7832 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8528 - mean_squared_error: 45.8528 - val_loss: 2115.4880 - val_mean_squared_error: 2115.4880 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0024 - mean_squared_error: 42.0024 - val_loss: 2106.7356 - val_mean_squared_error: 2106.7356 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7526 - mean_squared_error: 38.7526 - val_loss: 2108.1230 - val_mean_squared_error: 2108.1230 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7877 - mean_squared_error: 38.7877 - val_loss: 2058.2012 - val_mean_squared_error: 2058.2012 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 34.9455 - mean_squared_error: 34.9455 - val_loss: 2009.9128 - val_mean_squared_error: 2009.9128 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2174 - mean_squared_error: 43.2174 - val_loss: 2037.4753 - val_mean_squared_error: 2037.4753 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.0285 - mean_squared_error: 35.0285 - val_loss: 1970.3446 - val_mean_squared_error: 1970.3446 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4010 - mean_squared_error: 38.4010 - val_loss: 2125.3152 - val_mean_squared_error: 2125.3152 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7670 - mean_squared_error: 35.7670 - val_loss: 1813.5928 - val_mean_squared_error: 1813.5928 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2835 - mean_squared_error: 36.2835 - val_loss: 2038.0135 - val_mean_squared_error: 2038.0135 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 35.4848 - mean_squared_error: 35.4848 - val_loss: 1988.9543 - val_mean_squared_error: 1988.9543 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1489 - mean_squared_error: 40.1489 - val_loss: 1826.6047 - val_mean_squared_error: 1826.6047 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 33.8775 - mean_squared_error: 33.8775 - val_loss: 2073.4460 - val_mean_squared_error: 2073.4460 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3163 - mean_squared_error: 36.3163 - val_loss: 1789.3698 - val_mean_squared_error: 1789.3698
2022-12-09 11:16:55.468304: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:16:56.052119: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2457.6902 - mean_squared_error: 2457.6902
2022-12-09 11:17:01.266950: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2457.6902 - mean_squared_error: 2457.6902 - val_loss: 996.9927 - val_mean_squared_error: 996.9927 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 112.3167 - mean_squared_error: 112.3167 - val_loss: 1059.0358 - val_mean_squared_error: 1059.0358 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 63.9725 - mean_squared_error: 63.9725 - val_loss: 1840.5883 - val_mean_squared_error: 1840.5883 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 53.8461 - mean_squared_error: 53.8461 - val_loss: 2359.7739 - val_mean_squared_error: 2359.7739 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 58.6302 - mean_squared_error: 58.6302 - val_loss: 2643.2280 - val_mean_squared_error: 2643.2280 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 41.2697 - mean_squared_error: 41.2697 - val_loss: 2460.2070 - val_mean_squared_error: 2460.2070 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 38.2635 - mean_squared_error: 38.2635 - val_loss: 2418.8264 - val_mean_squared_error: 2418.8264 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3065 - mean_squared_error: 37.3065 - val_loss: 2378.7458 - val_mean_squared_error: 2378.7458 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6060 - mean_squared_error: 36.6060 - val_loss: 2289.9060 - val_mean_squared_error: 2289.9060 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.2100 - mean_squared_error: 42.2100 - val_loss: 2219.7246 - val_mean_squared_error: 2219.7246 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7933 - mean_squared_error: 41.7933 - val_loss: 2227.2522 - val_mean_squared_error: 2227.2522 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2654 - mean_squared_error: 36.2654 - val_loss: 2086.4814 - val_mean_squared_error: 2086.4814 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 34.6300 - mean_squared_error: 34.6300 - val_loss: 2162.0139 - val_mean_squared_error: 2162.0139 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 35.0659 - mean_squared_error: 35.0659 - val_loss: 2221.8030 - val_mean_squared_error: 2221.8030 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5423 - mean_squared_error: 42.5423 - val_loss: 2160.8931 - val_mean_squared_error: 2160.8931 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3350 - mean_squared_error: 39.3350 - val_loss: 2172.9861 - val_mean_squared_error: 2172.9861 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4999 - mean_squared_error: 39.4999 - val_loss: 2077.6213 - val_mean_squared_error: 2077.6213 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9266 - mean_squared_error: 41.9266 - val_loss: 1898.3062 - val_mean_squared_error: 1898.3062 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1363 - mean_squared_error: 38.1363 - val_loss: 2055.1025 - val_mean_squared_error: 2055.1025 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9411 - mean_squared_error: 37.9411 - val_loss: 2073.8953 - val_mean_squared_error: 2073.8953 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 33.9281 - mean_squared_error: 33.9281 - val_loss: 1995.2074 - val_mean_squared_error: 1995.2074 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4266 - mean_squared_error: 34.4266 - val_loss: 2101.4607 - val_mean_squared_error: 2101.4607 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7162 - mean_squared_error: 38.7162 - val_loss: 1948.7915 - val_mean_squared_error: 1948.7913 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 34.1428 - mean_squared_error: 34.1428 - val_loss: 1868.4713 - val_mean_squared_error: 1868.4713 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 31.1496 - mean_squared_error: 31.1496 - val_loss: 1950.3861 - val_mean_squared_error: 1950.3861
2022-12-09 11:17:19.422001: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:17:19.974762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2454.8738 - mean_squared_error: 2454.8738
2022-12-09 11:17:25.189189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2454.8738 - mean_squared_error: 2454.8738 - val_loss: 1148.1957 - val_mean_squared_error: 1148.1957 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 132.6841 - mean_squared_error: 132.6841 - val_loss: 1279.4985 - val_mean_squared_error: 1279.4985 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 73.6981 - mean_squared_error: 73.6981 - val_loss: 2047.6370 - val_mean_squared_error: 2047.6370 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 60.0234 - mean_squared_error: 60.0234 - val_loss: 2645.6221 - val_mean_squared_error: 2645.6221 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 46.9701 - mean_squared_error: 46.9701 - val_loss: 2707.0632 - val_mean_squared_error: 2707.0632 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 46.1433 - mean_squared_error: 46.1433 - val_loss: 2790.3904 - val_mean_squared_error: 2790.3904 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6952 - mean_squared_error: 46.6952 - val_loss: 2810.9282 - val_mean_squared_error: 2810.9282 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.3878 - mean_squared_error: 48.3878 - val_loss: 2782.3638 - val_mean_squared_error: 2782.3638 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 42.7279 - mean_squared_error: 42.7279 - val_loss: 2804.0879 - val_mean_squared_error: 2804.0879 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.1540 - mean_squared_error: 43.1540 - val_loss: 2765.1133 - val_mean_squared_error: 2765.1133 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8414 - mean_squared_error: 46.8414 - val_loss: 2683.4849 - val_mean_squared_error: 2683.4849 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 50.2767 - mean_squared_error: 50.2767 - val_loss: 2790.2622 - val_mean_squared_error: 2790.2622 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0209 - mean_squared_error: 47.0209 - val_loss: 2622.3044 - val_mean_squared_error: 2622.3044 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6057 - mean_squared_error: 46.6057 - val_loss: 2589.8445 - val_mean_squared_error: 2589.8445 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 45.1856 - mean_squared_error: 45.1856 - val_loss: 2505.6963 - val_mean_squared_error: 2505.6963 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0061 - mean_squared_error: 37.0061 - val_loss: 2548.9788 - val_mean_squared_error: 2548.9788 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 48.4516 - mean_squared_error: 48.4516 - val_loss: 2567.8374 - val_mean_squared_error: 2567.8374 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 37.5279 - mean_squared_error: 37.5279 - val_loss: 2535.2864 - val_mean_squared_error: 2535.2861 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5267 - mean_squared_error: 40.5267 - val_loss: 2506.4980 - val_mean_squared_error: 2506.4978 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 49.5357 - mean_squared_error: 49.5357 - val_loss: 2562.7451 - val_mean_squared_error: 2562.7451 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3297 - mean_squared_error: 46.3297 - val_loss: 2379.6138 - val_mean_squared_error: 2379.6138 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1336 - mean_squared_error: 45.1336 - val_loss: 2380.0444 - val_mean_squared_error: 2380.0444 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6351 - mean_squared_error: 41.6351 - val_loss: 2409.4014 - val_mean_squared_error: 2409.4014 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5303 - mean_squared_error: 43.5303 - val_loss: 2348.5371 - val_mean_squared_error: 2348.5371 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3641 - mean_squared_error: 39.3641 - val_loss: 2159.5505 - val_mean_squared_error: 2159.5505
2022-12-09 11:17:43.272655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:17:43.853156: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2351.7349 - mean_squared_error: 2351.7349
2022-12-09 11:17:49.005017: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2351.7349 - mean_squared_error: 2351.7349 - val_loss: 861.3082 - val_mean_squared_error: 861.3081 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 111.8573 - mean_squared_error: 111.8573 - val_loss: 1148.4281 - val_mean_squared_error: 1148.4281 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 65.2935 - mean_squared_error: 65.2935 - val_loss: 1978.1630 - val_mean_squared_error: 1978.1630 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 50.9309 - mean_squared_error: 50.9309 - val_loss: 2231.2109 - val_mean_squared_error: 2231.2109 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 46.7348 - mean_squared_error: 46.7348 - val_loss: 2560.9883 - val_mean_squared_error: 2560.9883 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 47.9060 - mean_squared_error: 47.9060 - val_loss: 2594.0056 - val_mean_squared_error: 2594.0056 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 43.4223 - mean_squared_error: 43.4223 - val_loss: 2565.2356 - val_mean_squared_error: 2565.2356 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2929 - mean_squared_error: 42.2929 - val_loss: 2638.7290 - val_mean_squared_error: 2638.7290 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.0724 - mean_squared_error: 45.0724 - val_loss: 2608.2029 - val_mean_squared_error: 2608.2029 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 46.0257 - mean_squared_error: 46.0257 - val_loss: 2485.3816 - val_mean_squared_error: 2485.3816 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8734 - mean_squared_error: 42.8734 - val_loss: 2436.0452 - val_mean_squared_error: 2436.0452 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 35.2126 - mean_squared_error: 35.2126 - val_loss: 2547.4583 - val_mean_squared_error: 2547.4583 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8036 - mean_squared_error: 37.8036 - val_loss: 2415.8933 - val_mean_squared_error: 2415.8931 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0737 - mean_squared_error: 40.0737 - val_loss: 2458.4202 - val_mean_squared_error: 2458.4202 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 47.0709 - mean_squared_error: 47.0709 - val_loss: 2353.4016 - val_mean_squared_error: 2353.4016 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 42.1912 - mean_squared_error: 42.1912 - val_loss: 2303.4609 - val_mean_squared_error: 2303.4609 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 49.0770 - mean_squared_error: 49.0770 - val_loss: 2181.4539 - val_mean_squared_error: 2181.4539 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8535 - mean_squared_error: 46.8535 - val_loss: 2224.1780 - val_mean_squared_error: 2224.1780 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5744 - mean_squared_error: 41.5744 - val_loss: 2211.6299 - val_mean_squared_error: 2211.6299 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1306 - mean_squared_error: 46.1306 - val_loss: 2309.3840 - val_mean_squared_error: 2309.3840 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 52.4956 - mean_squared_error: 52.4956 - val_loss: 2150.9292 - val_mean_squared_error: 2150.9292 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6633 - mean_squared_error: 42.6633 - val_loss: 2125.7390 - val_mean_squared_error: 2125.7390 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 40.7484 - mean_squared_error: 40.7484 - val_loss: 2220.4668 - val_mean_squared_error: 2220.4668 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7339 - mean_squared_error: 37.7339 - val_loss: 2036.9318 - val_mean_squared_error: 2036.9318 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9545 - mean_squared_error: 36.9545 - val_loss: 2098.4072 - val_mean_squared_error: 2098.4072
2022-12-09 11:18:07.494245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005538235393685435 Generation: 5 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:18:08.075091: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2374.3315 - mean_squared_error: 2374.3315
2022-12-09 11:18:13.293953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2374.3315 - mean_squared_error: 2374.3315 - val_loss: 981.2742 - val_mean_squared_error: 981.2742 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 131.1380 - mean_squared_error: 131.1380 - val_loss: 1402.2897 - val_mean_squared_error: 1402.2897 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 92.9208 - mean_squared_error: 92.9208 - val_loss: 2317.9949 - val_mean_squared_error: 2317.9949 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 77.4521 - mean_squared_error: 77.4521 - val_loss: 2719.6992 - val_mean_squared_error: 2719.6992 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 64.4739 - mean_squared_error: 64.4739 - val_loss: 2750.5701 - val_mean_squared_error: 2750.5701 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 60.4397 - mean_squared_error: 60.4397 - val_loss: 2824.2881 - val_mean_squared_error: 2824.2881 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 57.1095 - mean_squared_error: 57.1095 - val_loss: 2786.1931 - val_mean_squared_error: 2786.1931 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9465 - mean_squared_error: 45.9465 - val_loss: 2826.2305 - val_mean_squared_error: 2826.2305 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6744 - mean_squared_error: 42.6744 - val_loss: 2751.2932 - val_mean_squared_error: 2751.2932 Epoch 10/25 81/81 [==============================] - 1s 11ms/step - loss: 44.3230 - mean_squared_error: 44.3230 - val_loss: 2694.7488 - val_mean_squared_error: 2694.7488 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3631 - mean_squared_error: 45.3631 - val_loss: 2579.6736 - val_mean_squared_error: 2579.6736 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 40.8205 - mean_squared_error: 40.8205 - val_loss: 2639.4231 - val_mean_squared_error: 2639.4229 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8635 - mean_squared_error: 36.8635 - val_loss: 2533.7874 - val_mean_squared_error: 2533.7874 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5252 - mean_squared_error: 36.5252 - val_loss: 2604.6443 - val_mean_squared_error: 2604.6443 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2751 - mean_squared_error: 40.2751 - val_loss: 2421.7583 - val_mean_squared_error: 2421.7583 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 33.5736 - mean_squared_error: 33.5736 - val_loss: 2523.6543 - val_mean_squared_error: 2523.6543 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9297 - mean_squared_error: 35.9297 - val_loss: 2533.5767 - val_mean_squared_error: 2533.5767 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3600 - mean_squared_error: 40.3600 - val_loss: 2501.4692 - val_mean_squared_error: 2501.4692 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8924 - mean_squared_error: 37.8924 - val_loss: 2517.3525 - val_mean_squared_error: 2517.3525 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2865 - mean_squared_error: 39.2865 - val_loss: 2390.6064 - val_mean_squared_error: 2390.6064 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 47.1637 - mean_squared_error: 47.1637 - val_loss: 2451.4946 - val_mean_squared_error: 2451.4946 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 40.6047 - mean_squared_error: 40.6047 - val_loss: 2413.9214 - val_mean_squared_error: 2413.9214 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 33.5948 - mean_squared_error: 33.5948 - val_loss: 2509.6348 - val_mean_squared_error: 2509.6348 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7173 - mean_squared_error: 37.7173 - val_loss: 2369.6140 - val_mean_squared_error: 2369.6140 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 44.4030 - mean_squared_error: 44.4030 - val_loss: 2320.7236 - val_mean_squared_error: 2320.7236
2022-12-09 11:18:31.684989: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:18:32.355446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.8545 - mean_squared_error: 2406.8545
2022-12-09 11:18:37.583255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2406.8545 - mean_squared_error: 2406.8545 - val_loss: 932.6856 - val_mean_squared_error: 932.6856 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 109.1858 - mean_squared_error: 109.1858 - val_loss: 1080.9309 - val_mean_squared_error: 1080.9309 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 63.7212 - mean_squared_error: 63.7212 - val_loss: 2003.8092 - val_mean_squared_error: 2003.8092 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 58.7956 - mean_squared_error: 58.7956 - val_loss: 2594.0996 - val_mean_squared_error: 2594.0996 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 48.8900 - mean_squared_error: 48.8900 - val_loss: 2568.5115 - val_mean_squared_error: 2568.5112 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 48.7564 - mean_squared_error: 48.7564 - val_loss: 2624.5659 - val_mean_squared_error: 2624.5659 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 47.8099 - mean_squared_error: 47.8099 - val_loss: 2510.2444 - val_mean_squared_error: 2510.2444 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7483 - mean_squared_error: 39.7483 - val_loss: 2611.3286 - val_mean_squared_error: 2611.3286 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.6043 - mean_squared_error: 44.6043 - val_loss: 2433.7581 - val_mean_squared_error: 2433.7581 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3890 - mean_squared_error: 41.3890 - val_loss: 2496.8867 - val_mean_squared_error: 2496.8867 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9934 - mean_squared_error: 36.9934 - val_loss: 2487.8271 - val_mean_squared_error: 2487.8271 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9147 - mean_squared_error: 38.9147 - val_loss: 2547.0962 - val_mean_squared_error: 2547.0962 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2975 - mean_squared_error: 34.2975 - val_loss: 2373.2197 - val_mean_squared_error: 2373.2197 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0579 - mean_squared_error: 37.0579 - val_loss: 2344.3210 - val_mean_squared_error: 2344.3210 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9354 - mean_squared_error: 39.9354 - val_loss: 2392.9434 - val_mean_squared_error: 2392.9434 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5612 - mean_squared_error: 45.5612 - val_loss: 2313.5740 - val_mean_squared_error: 2313.5740 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4655 - mean_squared_error: 38.4655 - val_loss: 2384.0027 - val_mean_squared_error: 2384.0027 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 34.7635 - mean_squared_error: 34.7635 - val_loss: 2270.5237 - val_mean_squared_error: 2270.5237 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 35.3671 - mean_squared_error: 35.3671 - val_loss: 2389.3369 - val_mean_squared_error: 2389.3369 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 35.5679 - mean_squared_error: 35.5679 - val_loss: 2422.8027 - val_mean_squared_error: 2422.8027 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3637 - mean_squared_error: 39.3637 - val_loss: 2344.9858 - val_mean_squared_error: 2344.9858 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2518 - mean_squared_error: 34.2518 - val_loss: 2323.9197 - val_mean_squared_error: 2323.9197 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4173 - mean_squared_error: 43.4173 - val_loss: 2313.3462 - val_mean_squared_error: 2313.3462 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0938 - mean_squared_error: 40.0938 - val_loss: 2092.0657 - val_mean_squared_error: 2092.0657 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1780 - mean_squared_error: 41.1780 - val_loss: 2116.0425 - val_mean_squared_error: 2116.0425
2022-12-09 11:18:55.854194: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:18:56.536959: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2330.8152 - mean_squared_error: 2330.8152
2022-12-09 11:19:01.705655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2330.8152 - mean_squared_error: 2330.8152 - val_loss: 836.7331 - val_mean_squared_error: 836.7330 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 117.7539 - mean_squared_error: 117.7539 - val_loss: 1076.6506 - val_mean_squared_error: 1076.6506 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 62.8557 - mean_squared_error: 62.8557 - val_loss: 1601.2137 - val_mean_squared_error: 1601.2137 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 52.3757 - mean_squared_error: 52.3757 - val_loss: 2205.1497 - val_mean_squared_error: 2205.1494 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 51.1260 - mean_squared_error: 51.1260 - val_loss: 2259.5251 - val_mean_squared_error: 2259.5249 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4986 - mean_squared_error: 44.4986 - val_loss: 2235.5327 - val_mean_squared_error: 2235.5327 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 46.6299 - mean_squared_error: 46.6299 - val_loss: 2205.8279 - val_mean_squared_error: 2205.8279 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.7698 - mean_squared_error: 44.7698 - val_loss: 2408.4365 - val_mean_squared_error: 2408.4365 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8336 - mean_squared_error: 41.8336 - val_loss: 2130.8645 - val_mean_squared_error: 2130.8643 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4781 - mean_squared_error: 40.4781 - val_loss: 2082.8599 - val_mean_squared_error: 2082.8599 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 46.2219 - mean_squared_error: 46.2219 - val_loss: 2151.2502 - val_mean_squared_error: 2151.2502 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0564 - mean_squared_error: 42.0564 - val_loss: 2219.8013 - val_mean_squared_error: 2219.8010 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 46.5938 - mean_squared_error: 46.5938 - val_loss: 2191.5830 - val_mean_squared_error: 2191.5830 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.7043 - mean_squared_error: 44.7043 - val_loss: 2178.6233 - val_mean_squared_error: 2178.6233 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 47.1341 - mean_squared_error: 47.1341 - val_loss: 2162.8301 - val_mean_squared_error: 2162.8301 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6836 - mean_squared_error: 38.6836 - val_loss: 2101.2041 - val_mean_squared_error: 2101.2041 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9017 - mean_squared_error: 42.9017 - val_loss: 1975.0819 - val_mean_squared_error: 1975.0819 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3739 - mean_squared_error: 36.3739 - val_loss: 1968.8875 - val_mean_squared_error: 1968.8875 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3786 - mean_squared_error: 44.3786 - val_loss: 1959.6975 - val_mean_squared_error: 1959.6975 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0959 - mean_squared_error: 38.0959 - val_loss: 1961.7003 - val_mean_squared_error: 1961.7003 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6128 - mean_squared_error: 37.6128 - val_loss: 1965.2664 - val_mean_squared_error: 1965.2664 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3531 - mean_squared_error: 41.3531 - val_loss: 1788.4689 - val_mean_squared_error: 1788.4689 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 45.2345 - mean_squared_error: 45.2345 - val_loss: 1744.2942 - val_mean_squared_error: 1744.2942 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6643 - mean_squared_error: 45.6643 - val_loss: 1849.0457 - val_mean_squared_error: 1849.0457 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0089 - mean_squared_error: 38.0089 - val_loss: 1762.7539 - val_mean_squared_error: 1762.7539
2022-12-09 11:19:19.778045: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:19:20.343318: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.9004 - mean_squared_error: 2385.9004
2022-12-09 11:19:25.596714: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2385.9004 - mean_squared_error: 2385.9004 - val_loss: 1082.6681 - val_mean_squared_error: 1082.6681 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 128.8695 - mean_squared_error: 128.8695 - val_loss: 1206.5190 - val_mean_squared_error: 1206.5190 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 63.3191 - mean_squared_error: 63.3191 - val_loss: 1814.6835 - val_mean_squared_error: 1814.6835 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 52.7891 - mean_squared_error: 52.7891 - val_loss: 2400.6633 - val_mean_squared_error: 2400.6633 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 45.3784 - mean_squared_error: 45.3784 - val_loss: 2469.8062 - val_mean_squared_error: 2469.8062 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 46.6439 - mean_squared_error: 46.6439 - val_loss: 2597.1526 - val_mean_squared_error: 2597.1526 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6628 - mean_squared_error: 43.6628 - val_loss: 2621.0237 - val_mean_squared_error: 2621.0237 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 45.6061 - mean_squared_error: 45.6061 - val_loss: 2660.4893 - val_mean_squared_error: 2660.4893 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.4344 - mean_squared_error: 45.4344 - val_loss: 2599.1606 - val_mean_squared_error: 2599.1604 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 53.5429 - mean_squared_error: 53.5429 - val_loss: 2520.2112 - val_mean_squared_error: 2520.2112 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9006 - mean_squared_error: 36.9006 - val_loss: 2529.8965 - val_mean_squared_error: 2529.8965 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2191 - mean_squared_error: 44.2191 - val_loss: 2537.5701 - val_mean_squared_error: 2537.5701 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3240 - mean_squared_error: 39.3240 - val_loss: 2426.5769 - val_mean_squared_error: 2426.5769 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1041 - mean_squared_error: 40.1041 - val_loss: 2492.7002 - val_mean_squared_error: 2492.7002 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 41.2141 - mean_squared_error: 41.2141 - val_loss: 2353.9114 - val_mean_squared_error: 2353.9114 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4697 - mean_squared_error: 40.4697 - val_loss: 2338.1804 - val_mean_squared_error: 2338.1804 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5815 - mean_squared_error: 39.5815 - val_loss: 2371.7800 - val_mean_squared_error: 2371.7800 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3353 - mean_squared_error: 38.3353 - val_loss: 2300.9805 - val_mean_squared_error: 2300.9805 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0150 - mean_squared_error: 39.0150 - val_loss: 2298.2441 - val_mean_squared_error: 2298.2441 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6336 - mean_squared_error: 44.6336 - val_loss: 2374.3403 - val_mean_squared_error: 2374.3403 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9616 - mean_squared_error: 42.9616 - val_loss: 2027.4264 - val_mean_squared_error: 2027.4264 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0181 - mean_squared_error: 43.0181 - val_loss: 2179.2876 - val_mean_squared_error: 2179.2876 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1838 - mean_squared_error: 41.1838 - val_loss: 2316.2183 - val_mean_squared_error: 2316.2183 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2192 - mean_squared_error: 38.2192 - val_loss: 2309.7395 - val_mean_squared_error: 2309.7395 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3319 - mean_squared_error: 40.3319 - val_loss: 2131.6541 - val_mean_squared_error: 2131.6541
2022-12-09 11:19:43.661685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:19:44.229298: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2409.3013 - mean_squared_error: 2409.3013
2022-12-09 11:19:48.860142: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 5s 49ms/step - loss: 2409.3013 - mean_squared_error: 2409.3013 - val_loss: 858.7640 - val_mean_squared_error: 858.7640 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 133.0656 - mean_squared_error: 133.0656 - val_loss: 1186.1973 - val_mean_squared_error: 1186.1973 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 97.7446 - mean_squared_error: 97.7446 - val_loss: 2033.3180 - val_mean_squared_error: 2033.3180 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 76.7249 - mean_squared_error: 76.7249 - val_loss: 2642.8232 - val_mean_squared_error: 2642.8232 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 67.1545 - mean_squared_error: 67.1545 - val_loss: 2701.5156 - val_mean_squared_error: 2701.5156 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 59.9034 - mean_squared_error: 59.9034 - val_loss: 2682.6707 - val_mean_squared_error: 2682.6707 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 51.4690 - mean_squared_error: 51.4690 - val_loss: 2629.4453 - val_mean_squared_error: 2629.4453 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5205 - mean_squared_error: 45.5205 - val_loss: 2671.4558 - val_mean_squared_error: 2671.4558 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7509 - mean_squared_error: 42.7509 - val_loss: 2629.8091 - val_mean_squared_error: 2629.8091 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 47.4157 - mean_squared_error: 47.4157 - val_loss: 2609.8755 - val_mean_squared_error: 2609.8755 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0047 - mean_squared_error: 42.0047 - val_loss: 2577.3384 - val_mean_squared_error: 2577.3384 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4538 - mean_squared_error: 43.4538 - val_loss: 2561.9861 - val_mean_squared_error: 2561.9858 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2164 - mean_squared_error: 42.2164 - val_loss: 2573.6152 - val_mean_squared_error: 2573.6152 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 30.4564 - mean_squared_error: 30.4564 - val_loss: 2497.5559 - val_mean_squared_error: 2497.5559 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 33.4520 - mean_squared_error: 33.4520 - val_loss: 2419.6533 - val_mean_squared_error: 2419.6533 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0368 - mean_squared_error: 41.0368 - val_loss: 2457.1067 - val_mean_squared_error: 2457.1067 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1821 - mean_squared_error: 38.1821 - val_loss: 2484.5112 - val_mean_squared_error: 2484.5112 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9054 - mean_squared_error: 41.9054 - val_loss: 2395.5959 - val_mean_squared_error: 2395.5959 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0667 - mean_squared_error: 38.0667 - val_loss: 2430.2998 - val_mean_squared_error: 2430.2998 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8590 - mean_squared_error: 44.8590 - val_loss: 2456.6174 - val_mean_squared_error: 2456.6174 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7987 - mean_squared_error: 45.7987 - val_loss: 2417.0635 - val_mean_squared_error: 2417.0635 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0969 - mean_squared_error: 38.0969 - val_loss: 2429.5173 - val_mean_squared_error: 2429.5173 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7913 - mean_squared_error: 33.7913 - val_loss: 2363.2534 - val_mean_squared_error: 2363.2534 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7308 - mean_squared_error: 37.7308 - val_loss: 2313.8079 - val_mean_squared_error: 2313.8079 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7441 - mean_squared_error: 43.7441 - val_loss: 2374.3306 - val_mean_squared_error: 2374.3306
2022-12-09 11:20:07.265574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005617738251373002 Generation: 6 [[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:20:07.882069: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2367.2285 - mean_squared_error: 2367.2285
2022-12-09 11:20:13.192753: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2367.2285 - mean_squared_error: 2367.2285 - val_loss: 989.0664 - val_mean_squared_error: 989.0664 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 116.9294 - mean_squared_error: 116.9294 - val_loss: 1108.0171 - val_mean_squared_error: 1108.0171 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 59.0890 - mean_squared_error: 59.0890 - val_loss: 1584.8984 - val_mean_squared_error: 1584.8984 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 51.7876 - mean_squared_error: 51.7876 - val_loss: 2125.5574 - val_mean_squared_error: 2125.5574 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 45.1400 - mean_squared_error: 45.1400 - val_loss: 2350.6018 - val_mean_squared_error: 2350.6018 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9855 - mean_squared_error: 41.9855 - val_loss: 2503.3901 - val_mean_squared_error: 2503.3901 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9920 - mean_squared_error: 46.9920 - val_loss: 2282.0605 - val_mean_squared_error: 2282.0605 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1885 - mean_squared_error: 45.1885 - val_loss: 2476.7539 - val_mean_squared_error: 2476.7539 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 47.6209 - mean_squared_error: 47.6209 - val_loss: 2165.1697 - val_mean_squared_error: 2165.1697 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 44.5167 - mean_squared_error: 44.5167 - val_loss: 2114.3274 - val_mean_squared_error: 2114.3274 Epoch 11/25 81/81 [==============================] - 1s 11ms/step - loss: 43.5214 - mean_squared_error: 43.5214 - val_loss: 2251.9126 - val_mean_squared_error: 2251.9126 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0893 - mean_squared_error: 47.0893 - val_loss: 2033.9044 - val_mean_squared_error: 2033.9044 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1671 - mean_squared_error: 39.1671 - val_loss: 2077.6685 - val_mean_squared_error: 2077.6682 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6530 - mean_squared_error: 41.6530 - val_loss: 2066.0627 - val_mean_squared_error: 2066.0627 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5231 - mean_squared_error: 42.5231 - val_loss: 2057.7498 - val_mean_squared_error: 2057.7498 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6586 - mean_squared_error: 34.6586 - val_loss: 1941.4753 - val_mean_squared_error: 1941.4753 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8651 - mean_squared_error: 39.8651 - val_loss: 2041.1892 - val_mean_squared_error: 2041.1892 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7919 - mean_squared_error: 40.7919 - val_loss: 1947.2461 - val_mean_squared_error: 1947.2461 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8313 - mean_squared_error: 43.8313 - val_loss: 1916.1292 - val_mean_squared_error: 1916.1292 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7191 - mean_squared_error: 46.7191 - val_loss: 1729.7334 - val_mean_squared_error: 1729.7334 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8615 - mean_squared_error: 41.8615 - val_loss: 1853.0153 - val_mean_squared_error: 1853.0153 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9014 - mean_squared_error: 39.9014 - val_loss: 1815.2854 - val_mean_squared_error: 1815.2854 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1345 - mean_squared_error: 44.1345 - val_loss: 1669.3206 - val_mean_squared_error: 1669.3206 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6767 - mean_squared_error: 45.6767 - val_loss: 1676.9741 - val_mean_squared_error: 1676.9741 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3990 - mean_squared_error: 38.3990 - val_loss: 1776.8691 - val_mean_squared_error: 1776.8691
2022-12-09 11:20:31.364763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:20:31.936357: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2351.6843 - mean_squared_error: 2351.6843
2022-12-09 11:20:37.259341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2351.6843 - mean_squared_error: 2351.6843 - val_loss: 945.4009 - val_mean_squared_error: 945.4008 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 106.9720 - mean_squared_error: 106.9720 - val_loss: 1188.9321 - val_mean_squared_error: 1188.9321 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 67.4198 - mean_squared_error: 67.4198 - val_loss: 2119.9392 - val_mean_squared_error: 2119.9392 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 56.0332 - mean_squared_error: 56.0332 - val_loss: 2471.1157 - val_mean_squared_error: 2471.1157 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 49.0912 - mean_squared_error: 49.0912 - val_loss: 2611.2234 - val_mean_squared_error: 2611.2234 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 40.0460 - mean_squared_error: 40.0460 - val_loss: 2523.1555 - val_mean_squared_error: 2523.1555 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 46.5164 - mean_squared_error: 46.5164 - val_loss: 2521.0957 - val_mean_squared_error: 2521.0957 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 39.1604 - mean_squared_error: 39.1604 - val_loss: 2377.2615 - val_mean_squared_error: 2377.2615 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6412 - mean_squared_error: 41.6412 - val_loss: 2510.1855 - val_mean_squared_error: 2510.1855 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8038 - mean_squared_error: 41.8038 - val_loss: 2295.6904 - val_mean_squared_error: 2295.6904 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9107 - mean_squared_error: 41.9107 - val_loss: 2335.5334 - val_mean_squared_error: 2335.5334 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3442 - mean_squared_error: 43.3442 - val_loss: 2240.6333 - val_mean_squared_error: 2240.6333 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2670 - mean_squared_error: 35.2670 - val_loss: 2076.1404 - val_mean_squared_error: 2076.1404 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 33.4228 - mean_squared_error: 33.4228 - val_loss: 2240.9509 - val_mean_squared_error: 2240.9509 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 34.7675 - mean_squared_error: 34.7675 - val_loss: 2099.6704 - val_mean_squared_error: 2099.6702 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 32.6447 - mean_squared_error: 32.6447 - val_loss: 2261.0471 - val_mean_squared_error: 2261.0471 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7010 - mean_squared_error: 33.7010 - val_loss: 2121.7366 - val_mean_squared_error: 2121.7366 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 48.6936 - mean_squared_error: 48.6936 - val_loss: 2339.6382 - val_mean_squared_error: 2339.6382 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2483 - mean_squared_error: 38.2483 - val_loss: 2114.3665 - val_mean_squared_error: 2114.3665 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8280 - mean_squared_error: 41.8280 - val_loss: 2199.6821 - val_mean_squared_error: 2199.6821 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.2210 - mean_squared_error: 38.2210 - val_loss: 2061.7395 - val_mean_squared_error: 2061.7395 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 36.7321 - mean_squared_error: 36.7321 - val_loss: 2062.0420 - val_mean_squared_error: 2062.0420 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5840 - mean_squared_error: 39.5840 - val_loss: 1981.3031 - val_mean_squared_error: 1981.3031 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4144 - mean_squared_error: 40.4144 - val_loss: 1954.4784 - val_mean_squared_error: 1954.4784 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1213 - mean_squared_error: 39.1213 - val_loss: 1928.8756 - val_mean_squared_error: 1928.8756
2022-12-09 11:20:55.543140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:20:56.162621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2444.3713 - mean_squared_error: 2444.3713
2022-12-09 11:21:01.520548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2444.3713 - mean_squared_error: 2444.3713 - val_loss: 1217.0800 - val_mean_squared_error: 1217.0800 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 136.9046 - mean_squared_error: 136.9046 - val_loss: 1132.9902 - val_mean_squared_error: 1132.9901 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 59.7892 - mean_squared_error: 59.7892 - val_loss: 1841.2574 - val_mean_squared_error: 1841.2574 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 49.3402 - mean_squared_error: 49.3402 - val_loss: 2173.6279 - val_mean_squared_error: 2173.6279 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 51.1407 - mean_squared_error: 51.1407 - val_loss: 2360.8530 - val_mean_squared_error: 2360.8530 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 43.0546 - mean_squared_error: 43.0546 - val_loss: 2376.2214 - val_mean_squared_error: 2376.2214 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3862 - mean_squared_error: 45.3862 - val_loss: 2460.1821 - val_mean_squared_error: 2460.1821 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 44.0947 - mean_squared_error: 44.0947 - val_loss: 2614.9170 - val_mean_squared_error: 2614.9170 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7092 - mean_squared_error: 46.7092 - val_loss: 2558.6946 - val_mean_squared_error: 2558.6946 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 46.9848 - mean_squared_error: 46.9848 - val_loss: 2389.1133 - val_mean_squared_error: 2389.1133 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1175 - mean_squared_error: 45.1175 - val_loss: 2532.7207 - val_mean_squared_error: 2532.7207 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6948 - mean_squared_error: 43.6948 - val_loss: 2488.0471 - val_mean_squared_error: 2488.0469 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1531 - mean_squared_error: 40.1531 - val_loss: 2452.9563 - val_mean_squared_error: 2452.9563 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7441 - mean_squared_error: 42.7441 - val_loss: 2450.8896 - val_mean_squared_error: 2450.8896 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1513 - mean_squared_error: 37.1513 - val_loss: 2328.0291 - val_mean_squared_error: 2328.0291 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0763 - mean_squared_error: 42.0763 - val_loss: 2436.9204 - val_mean_squared_error: 2436.9204 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8269 - mean_squared_error: 41.8269 - val_loss: 2495.8533 - val_mean_squared_error: 2495.8533 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.8615 - mean_squared_error: 42.8615 - val_loss: 2245.7966 - val_mean_squared_error: 2245.7966 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1163 - mean_squared_error: 37.1163 - val_loss: 2326.8296 - val_mean_squared_error: 2326.8296 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 52.3395 - mean_squared_error: 52.3395 - val_loss: 2334.0857 - val_mean_squared_error: 2334.0857 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 35.0972 - mean_squared_error: 35.0972 - val_loss: 2223.4009 - val_mean_squared_error: 2223.4009 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6880 - mean_squared_error: 40.6880 - val_loss: 2333.5088 - val_mean_squared_error: 2333.5088 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9412 - mean_squared_error: 37.9412 - val_loss: 2211.0637 - val_mean_squared_error: 2211.0637 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5333 - mean_squared_error: 41.5333 - val_loss: 2182.1143 - val_mean_squared_error: 2182.1143 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4993 - mean_squared_error: 42.4993 - val_loss: 2207.3386 - val_mean_squared_error: 2207.3386
2022-12-09 11:21:19.956748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:21:20.511405: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2411.3589 - mean_squared_error: 2411.3589
2022-12-09 11:21:25.862105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2411.3589 - mean_squared_error: 2411.3589 - val_loss: 1389.4789 - val_mean_squared_error: 1389.4788 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 136.5466 - mean_squared_error: 136.5466 - val_loss: 1491.2322 - val_mean_squared_error: 1491.2322 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 87.7491 - mean_squared_error: 87.7491 - val_loss: 2287.0447 - val_mean_squared_error: 2287.0447 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 79.0234 - mean_squared_error: 79.0234 - val_loss: 2799.4497 - val_mean_squared_error: 2799.4497 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 68.0509 - mean_squared_error: 68.0509 - val_loss: 2796.4326 - val_mean_squared_error: 2796.4326 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 57.6037 - mean_squared_error: 57.6037 - val_loss: 2794.6729 - val_mean_squared_error: 2794.6726 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 50.3027 - mean_squared_error: 50.3027 - val_loss: 2658.5369 - val_mean_squared_error: 2658.5369 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 43.6397 - mean_squared_error: 43.6397 - val_loss: 2657.2334 - val_mean_squared_error: 2657.2334 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 40.9036 - mean_squared_error: 40.9036 - val_loss: 2776.8079 - val_mean_squared_error: 2776.8079 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 47.8014 - mean_squared_error: 47.8014 - val_loss: 2641.7363 - val_mean_squared_error: 2641.7363 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1944 - mean_squared_error: 41.1944 - val_loss: 2526.0344 - val_mean_squared_error: 2526.0344 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4389 - mean_squared_error: 41.4389 - val_loss: 2680.6184 - val_mean_squared_error: 2680.6184 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 48.6683 - mean_squared_error: 48.6683 - val_loss: 2619.7090 - val_mean_squared_error: 2619.7090 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6315 - mean_squared_error: 38.6315 - val_loss: 2452.8582 - val_mean_squared_error: 2452.8582 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1011 - mean_squared_error: 41.1011 - val_loss: 2408.8091 - val_mean_squared_error: 2408.8091 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9264 - mean_squared_error: 38.9264 - val_loss: 2362.7832 - val_mean_squared_error: 2362.7832 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5482 - mean_squared_error: 38.5482 - val_loss: 2435.7097 - val_mean_squared_error: 2435.7097 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5616 - mean_squared_error: 36.5616 - val_loss: 2413.9866 - val_mean_squared_error: 2413.9866 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.2373 - mean_squared_error: 37.2373 - val_loss: 2385.5439 - val_mean_squared_error: 2385.5439 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1977 - mean_squared_error: 40.1977 - val_loss: 2237.3301 - val_mean_squared_error: 2237.3301 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0387 - mean_squared_error: 37.0387 - val_loss: 2360.6011 - val_mean_squared_error: 2360.6008 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 31.4034 - mean_squared_error: 31.4034 - val_loss: 2366.8030 - val_mean_squared_error: 2366.8030 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6116 - mean_squared_error: 44.6116 - val_loss: 2479.1775 - val_mean_squared_error: 2479.1775 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 48.4602 - mean_squared_error: 48.4602 - val_loss: 2406.7925 - val_mean_squared_error: 2406.7925 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7475 - mean_squared_error: 35.7475 - val_loss: 2341.6213 - val_mean_squared_error: 2341.6213
2022-12-09 11:21:44.025115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:21:44.659474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2421.3704 - mean_squared_error: 2421.3704
2022-12-09 11:21:49.914336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2421.3704 - mean_squared_error: 2421.3704 - val_loss: 781.0659 - val_mean_squared_error: 781.0659 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 116.6083 - mean_squared_error: 116.6083 - val_loss: 986.5029 - val_mean_squared_error: 986.5029 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 55.2187 - mean_squared_error: 55.2187 - val_loss: 1903.1984 - val_mean_squared_error: 1903.1984 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 51.6977 - mean_squared_error: 51.6977 - val_loss: 2489.9258 - val_mean_squared_error: 2489.9258 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 53.3712 - mean_squared_error: 53.3712 - val_loss: 2696.2258 - val_mean_squared_error: 2696.2258 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 52.6025 - mean_squared_error: 52.6025 - val_loss: 2716.7485 - val_mean_squared_error: 2716.7485 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9438 - mean_squared_error: 45.9438 - val_loss: 2758.8569 - val_mean_squared_error: 2758.8569 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4687 - mean_squared_error: 43.4687 - val_loss: 2794.0867 - val_mean_squared_error: 2794.0867 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 40.7648 - mean_squared_error: 40.7648 - val_loss: 2792.6240 - val_mean_squared_error: 2792.6240 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5980 - mean_squared_error: 38.5980 - val_loss: 2739.5037 - val_mean_squared_error: 2739.5034 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 36.5791 - mean_squared_error: 36.5791 - val_loss: 2660.9211 - val_mean_squared_error: 2660.9211 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4749 - mean_squared_error: 38.4749 - val_loss: 2758.0378 - val_mean_squared_error: 2758.0378 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2367 - mean_squared_error: 42.2367 - val_loss: 2772.8569 - val_mean_squared_error: 2772.8569 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2534 - mean_squared_error: 40.2534 - val_loss: 2703.8369 - val_mean_squared_error: 2703.8369 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6664 - mean_squared_error: 42.6664 - val_loss: 2608.5886 - val_mean_squared_error: 2608.5886 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7229 - mean_squared_error: 39.7229 - val_loss: 2625.1064 - val_mean_squared_error: 2625.1064 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 49.3067 - mean_squared_error: 49.3067 - val_loss: 2649.4143 - val_mean_squared_error: 2649.4143 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1102 - mean_squared_error: 39.1102 - val_loss: 2597.1787 - val_mean_squared_error: 2597.1787 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 43.0989 - mean_squared_error: 43.0989 - val_loss: 2603.1335 - val_mean_squared_error: 2603.1335 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7038 - mean_squared_error: 39.7038 - val_loss: 2551.7217 - val_mean_squared_error: 2551.7217 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4581 - mean_squared_error: 41.4581 - val_loss: 2509.0872 - val_mean_squared_error: 2509.0872 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8519 - mean_squared_error: 36.8519 - val_loss: 2558.5547 - val_mean_squared_error: 2558.5544 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4207 - mean_squared_error: 40.4207 - val_loss: 2434.1033 - val_mean_squared_error: 2434.1033 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7697 - mean_squared_error: 39.7697 - val_loss: 2398.4280 - val_mean_squared_error: 2398.4280 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3432 - mean_squared_error: 41.3432 - val_loss: 2303.7153 - val_mean_squared_error: 2303.7153
2022-12-09 11:22:08.141969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005567605530245905 Generation: 7 [[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:22:08.717770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2387.9619 - mean_squared_error: 2387.9619
2022-12-09 11:22:13.371784: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 50ms/step - loss: 2387.9619 - mean_squared_error: 2387.9619 - val_loss: 953.1793 - val_mean_squared_error: 953.1793 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 125.8228 - mean_squared_error: 125.8228 - val_loss: 967.0047 - val_mean_squared_error: 967.0047 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 61.8494 - mean_squared_error: 61.8494 - val_loss: 1525.4241 - val_mean_squared_error: 1525.4241 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 55.4061 - mean_squared_error: 55.4061 - val_loss: 2057.9597 - val_mean_squared_error: 2057.9597 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 50.3422 - mean_squared_error: 50.3422 - val_loss: 2161.0486 - val_mean_squared_error: 2161.0486 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 48.9223 - mean_squared_error: 48.9223 - val_loss: 2333.5217 - val_mean_squared_error: 2333.5217 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 52.0615 - mean_squared_error: 52.0615 - val_loss: 2271.2627 - val_mean_squared_error: 2271.2627 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 48.2029 - mean_squared_error: 48.2029 - val_loss: 1968.9572 - val_mean_squared_error: 1968.9572 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 50.9567 - mean_squared_error: 50.9567 - val_loss: 2176.5071 - val_mean_squared_error: 2176.5071 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3884 - mean_squared_error: 42.3884 - val_loss: 2057.4546 - val_mean_squared_error: 2057.4546 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8260 - mean_squared_error: 41.8260 - val_loss: 1977.4889 - val_mean_squared_error: 1977.4889 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3231 - mean_squared_error: 38.3231 - val_loss: 2037.4545 - val_mean_squared_error: 2037.4545 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7866 - mean_squared_error: 44.7866 - val_loss: 1935.2104 - val_mean_squared_error: 1935.2104 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4797 - mean_squared_error: 37.4797 - val_loss: 1847.6302 - val_mean_squared_error: 1847.6302 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8223 - mean_squared_error: 37.8223 - val_loss: 1835.6720 - val_mean_squared_error: 1835.6720 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0269 - mean_squared_error: 47.0269 - val_loss: 1864.8549 - val_mean_squared_error: 1864.8549 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 48.3122 - mean_squared_error: 48.3122 - val_loss: 1760.8966 - val_mean_squared_error: 1760.8966 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 50.1067 - mean_squared_error: 50.1067 - val_loss: 1767.4044 - val_mean_squared_error: 1767.4044 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3595 - mean_squared_error: 41.3595 - val_loss: 1861.9961 - val_mean_squared_error: 1861.9961 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 35.4441 - mean_squared_error: 35.4441 - val_loss: 1837.6171 - val_mean_squared_error: 1837.6171 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0821 - mean_squared_error: 46.0821 - val_loss: 1806.7598 - val_mean_squared_error: 1806.7598 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6156 - mean_squared_error: 45.6156 - val_loss: 1718.8259 - val_mean_squared_error: 1718.8259 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8677 - mean_squared_error: 43.8677 - val_loss: 1675.9669 - val_mean_squared_error: 1675.9669 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9797 - mean_squared_error: 41.9797 - val_loss: 1522.8527 - val_mean_squared_error: 1522.8527 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9173 - mean_squared_error: 36.9173 - val_loss: 1606.3456 - val_mean_squared_error: 1606.3456
2022-12-09 11:22:31.949544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:22:32.571005: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2346.0366 - mean_squared_error: 2346.0366
2022-12-09 11:22:38.081557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2346.0366 - mean_squared_error: 2346.0366 - val_loss: 1032.3125 - val_mean_squared_error: 1032.3125 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 109.1179 - mean_squared_error: 109.1179 - val_loss: 1119.8760 - val_mean_squared_error: 1119.8760 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 73.1348 - mean_squared_error: 73.1348 - val_loss: 1956.8831 - val_mean_squared_error: 1956.8831 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 57.9613 - mean_squared_error: 57.9613 - val_loss: 2449.4529 - val_mean_squared_error: 2449.4529 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 45.9474 - mean_squared_error: 45.9474 - val_loss: 2371.7388 - val_mean_squared_error: 2371.7388 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 49.8639 - mean_squared_error: 49.8639 - val_loss: 2422.9492 - val_mean_squared_error: 2422.9492 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 41.2920 - mean_squared_error: 41.2920 - val_loss: 2437.2341 - val_mean_squared_error: 2437.2341 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8296 - mean_squared_error: 43.8296 - val_loss: 2341.5000 - val_mean_squared_error: 2341.5000 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3971 - mean_squared_error: 37.3971 - val_loss: 2386.5081 - val_mean_squared_error: 2386.5081 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 36.7629 - mean_squared_error: 36.7629 - val_loss: 2373.7488 - val_mean_squared_error: 2373.7488 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5747 - mean_squared_error: 39.5747 - val_loss: 2465.3779 - val_mean_squared_error: 2465.3779 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3214 - mean_squared_error: 39.3214 - val_loss: 2301.1853 - val_mean_squared_error: 2301.1853 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 39.7128 - mean_squared_error: 39.7128 - val_loss: 2316.5759 - val_mean_squared_error: 2316.5759 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 36.8632 - mean_squared_error: 36.8632 - val_loss: 2198.3579 - val_mean_squared_error: 2198.3579 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 35.9296 - mean_squared_error: 35.9296 - val_loss: 2338.6001 - val_mean_squared_error: 2338.6001 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5676 - mean_squared_error: 38.5676 - val_loss: 2204.0698 - val_mean_squared_error: 2204.0698 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 35.9390 - mean_squared_error: 35.9390 - val_loss: 2140.1086 - val_mean_squared_error: 2140.1086 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 34.1048 - mean_squared_error: 34.1048 - val_loss: 2164.0989 - val_mean_squared_error: 2164.0989 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3761 - mean_squared_error: 37.3761 - val_loss: 2095.6104 - val_mean_squared_error: 2095.6104 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2615 - mean_squared_error: 34.2615 - val_loss: 2212.9111 - val_mean_squared_error: 2212.9111 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6763 - mean_squared_error: 39.6763 - val_loss: 2037.2251 - val_mean_squared_error: 2037.2251 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8213 - mean_squared_error: 36.8213 - val_loss: 2007.6479 - val_mean_squared_error: 2007.6479 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 36.2774 - mean_squared_error: 36.2774 - val_loss: 1899.7948 - val_mean_squared_error: 1899.7948 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3594 - mean_squared_error: 38.3594 - val_loss: 1791.8737 - val_mean_squared_error: 1791.8737 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1411 - mean_squared_error: 41.1411 - val_loss: 1888.8894 - val_mean_squared_error: 1888.8894
2022-12-09 11:22:56.507478: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.82922519 0.76015828 ... 0. 0. 0. ] [0.6737802 0.83747884 0.74335148 ... 0. 0. 0. ] [0.65978331 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.99012252 0.96241146 0.99414683 ... 0. 0. 0. ] [1. 0.97597103 1. ... 0. 0. 0. ] [0.99225423 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:22:57.070491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2400.0623 - mean_squared_error: 2400.0623
2022-12-09 11:23:02.531992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2400.0623 - mean_squared_error: 2400.0623 - val_loss: 862.7662 - val_mean_squared_error: 862.7662 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 110.1434 - mean_squared_error: 110.1434 - val_loss: 1021.5651 - val_mean_squared_error: 1021.5651 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 63.9524 - mean_squared_error: 63.9524 - val_loss: 1939.7915 - val_mean_squared_error: 1939.7915 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 52.7074 - mean_squared_error: 52.7074 - val_loss: 2560.5491 - val_mean_squared_error: 2560.5491 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 44.4977 - mean_squared_error: 44.4977 - val_loss: 2606.0571 - val_mean_squared_error: 2606.0571 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 44.6634 - mean_squared_error: 44.6634 - val_loss: 2567.8848 - val_mean_squared_error: 2567.8848 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5181 - mean_squared_error: 41.5181 - val_loss: 2447.7705 - val_mean_squared_error: 2447.7705 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2029 - mean_squared_error: 46.2029 - val_loss: 2576.5613 - val_mean_squared_error: 2576.5613 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8472 - mean_squared_error: 39.8472 - val_loss: 2671.1716 - val_mean_squared_error: 2671.1716 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 50.4881 - mean_squared_error: 50.4881 - val_loss: 2463.7932 - val_mean_squared_error: 2463.7932 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 46.3379 - mean_squared_error: 46.3379 - val_loss: 2514.6687 - val_mean_squared_error: 2514.6687 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1644 - mean_squared_error: 39.1644 - val_loss: 2302.9570 - val_mean_squared_error: 2302.9570 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8669 - mean_squared_error: 37.8669 - val_loss: 2360.5803 - val_mean_squared_error: 2360.5803 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4793 - mean_squared_error: 40.4793 - val_loss: 2301.6812 - val_mean_squared_error: 2301.6812 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 37.3620 - mean_squared_error: 37.3620 - val_loss: 2253.6096 - val_mean_squared_error: 2253.6096 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5263 - mean_squared_error: 42.5263 - val_loss: 2292.1401 - val_mean_squared_error: 2292.1401 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 38.7049 - mean_squared_error: 38.7049 - val_loss: 2066.2070 - val_mean_squared_error: 2066.2070 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2313 - mean_squared_error: 41.2313 - val_loss: 2229.2522 - val_mean_squared_error: 2229.2522 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8638 - mean_squared_error: 45.8638 - val_loss: 2254.7268 - val_mean_squared_error: 2254.7268 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 36.4234 - mean_squared_error: 36.4234 - val_loss: 2370.0737 - val_mean_squared_error: 2370.0737 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 45.1577 - mean_squared_error: 45.1577 - val_loss: 2243.1318 - val_mean_squared_error: 2243.1318 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 50.9494 - mean_squared_error: 50.9494 - val_loss: 2234.0264 - val_mean_squared_error: 2234.0261 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7091 - mean_squared_error: 47.7091 - val_loss: 2288.3750 - val_mean_squared_error: 2288.3750 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 33.2626 - mean_squared_error: 33.2626 - val_loss: 2207.9785 - val_mean_squared_error: 2207.9785 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 52.1496 - mean_squared_error: 52.1496 - val_loss: 2185.2258 - val_mean_squared_error: 2185.2258
2022-12-09 11:23:20.855364: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:23:21.447205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2357.9927 - mean_squared_error: 2357.9927
2022-12-09 11:23:26.890350: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2357.9927 - mean_squared_error: 2357.9927 - val_loss: 1100.7111 - val_mean_squared_error: 1100.7111 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 117.1821 - mean_squared_error: 117.1821 - val_loss: 1340.8374 - val_mean_squared_error: 1340.8374 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 63.4882 - mean_squared_error: 63.4882 - val_loss: 1788.8636 - val_mean_squared_error: 1788.8636 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 51.5324 - mean_squared_error: 51.5324 - val_loss: 2186.1812 - val_mean_squared_error: 2186.1812 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 52.2681 - mean_squared_error: 52.2681 - val_loss: 2337.2681 - val_mean_squared_error: 2337.2681 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 49.0877 - mean_squared_error: 49.0877 - val_loss: 2267.9568 - val_mean_squared_error: 2267.9568 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 44.0821 - mean_squared_error: 44.0821 - val_loss: 2167.7454 - val_mean_squared_error: 2167.7454 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 47.6212 - mean_squared_error: 47.6212 - val_loss: 2126.7461 - val_mean_squared_error: 2126.7461 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9803 - mean_squared_error: 45.9803 - val_loss: 1965.8864 - val_mean_squared_error: 1965.8864 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 39.8587 - mean_squared_error: 39.8587 - val_loss: 1989.9691 - val_mean_squared_error: 1989.9691 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9306 - mean_squared_error: 37.9306 - val_loss: 1870.1012 - val_mean_squared_error: 1870.1012 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6377 - mean_squared_error: 36.6377 - val_loss: 1973.5463 - val_mean_squared_error: 1973.5463 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 48.9748 - mean_squared_error: 48.9748 - val_loss: 1831.9969 - val_mean_squared_error: 1831.9969 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7879 - mean_squared_error: 42.7879 - val_loss: 1865.1960 - val_mean_squared_error: 1865.1960 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2811 - mean_squared_error: 39.2811 - val_loss: 1668.5142 - val_mean_squared_error: 1668.5142 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8406 - mean_squared_error: 37.8406 - val_loss: 1696.3385 - val_mean_squared_error: 1696.3385 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4338 - mean_squared_error: 45.4338 - val_loss: 1661.4769 - val_mean_squared_error: 1661.4769 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7027 - mean_squared_error: 43.7027 - val_loss: 1591.1986 - val_mean_squared_error: 1591.1986 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7177 - mean_squared_error: 46.7177 - val_loss: 1799.8152 - val_mean_squared_error: 1799.8152 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2487 - mean_squared_error: 42.2487 - val_loss: 1810.2892 - val_mean_squared_error: 1810.2892 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0118 - mean_squared_error: 37.0118 - val_loss: 1628.7847 - val_mean_squared_error: 1628.7847 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2785 - mean_squared_error: 37.2785 - val_loss: 1585.4111 - val_mean_squared_error: 1585.4111 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 47.1379 - mean_squared_error: 47.1379 - val_loss: 1641.9636 - val_mean_squared_error: 1641.9635 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6755 - mean_squared_error: 39.6755 - val_loss: 1485.0953 - val_mean_squared_error: 1485.0952 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4550 - mean_squared_error: 37.4550 - val_loss: 1588.8962 - val_mean_squared_error: 1588.8962
2022-12-09 11:23:45.223918: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:23:45.837388: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.5229 - mean_squared_error: 2385.5229
2022-12-09 11:23:51.288085: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2385.5229 - mean_squared_error: 2385.5229 - val_loss: 1175.0382 - val_mean_squared_error: 1175.0382 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 133.1803 - mean_squared_error: 133.1803 - val_loss: 1167.4844 - val_mean_squared_error: 1167.4844 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 65.5937 - mean_squared_error: 65.5937 - val_loss: 1864.0649 - val_mean_squared_error: 1864.0649 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 55.8296 - mean_squared_error: 55.8296 - val_loss: 2186.2703 - val_mean_squared_error: 2186.2703 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 44.8250 - mean_squared_error: 44.8250 - val_loss: 2354.0842 - val_mean_squared_error: 2354.0842 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 48.6428 - mean_squared_error: 48.6428 - val_loss: 2405.5002 - val_mean_squared_error: 2405.5002 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 41.4485 - mean_squared_error: 41.4485 - val_loss: 2519.7788 - val_mean_squared_error: 2519.7788 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8205 - mean_squared_error: 44.8205 - val_loss: 2539.9517 - val_mean_squared_error: 2539.9517 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 47.8316 - mean_squared_error: 47.8316 - val_loss: 2274.9727 - val_mean_squared_error: 2274.9727 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2368 - mean_squared_error: 42.2368 - val_loss: 2577.6946 - val_mean_squared_error: 2577.6946 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 46.0810 - mean_squared_error: 46.0810 - val_loss: 2290.1204 - val_mean_squared_error: 2290.1204 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9048 - mean_squared_error: 45.9048 - val_loss: 2413.5911 - val_mean_squared_error: 2413.5911 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3809 - mean_squared_error: 42.3809 - val_loss: 2283.3525 - val_mean_squared_error: 2283.3525 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5328 - mean_squared_error: 45.5328 - val_loss: 2363.8616 - val_mean_squared_error: 2363.8616 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9535 - mean_squared_error: 41.9535 - val_loss: 2288.7104 - val_mean_squared_error: 2288.7104 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9749 - mean_squared_error: 41.9749 - val_loss: 2153.0920 - val_mean_squared_error: 2153.0920 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4109 - mean_squared_error: 42.4109 - val_loss: 2162.5845 - val_mean_squared_error: 2162.5845 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5668 - mean_squared_error: 37.5668 - val_loss: 2238.3752 - val_mean_squared_error: 2238.3752 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9193 - mean_squared_error: 36.9193 - val_loss: 2245.8674 - val_mean_squared_error: 2245.8674 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0116 - mean_squared_error: 44.0116 - val_loss: 2194.1555 - val_mean_squared_error: 2194.1555 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6430 - mean_squared_error: 43.6430 - val_loss: 2170.2961 - val_mean_squared_error: 2170.2961 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7379 - mean_squared_error: 40.7379 - val_loss: 2051.8865 - val_mean_squared_error: 2051.8865 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7227 - mean_squared_error: 44.7227 - val_loss: 2024.5459 - val_mean_squared_error: 2024.5459 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1460 - mean_squared_error: 38.1460 - val_loss: 2037.3112 - val_mean_squared_error: 2037.3112 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1032 - mean_squared_error: 38.1032 - val_loss: 1835.1252 - val_mean_squared_error: 1835.1252
2022-12-09 11:24:09.763486: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006215988725840387 Generation: 8 [[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:24:10.380501: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2368.0012 - mean_squared_error: 2368.0012
2022-12-09 11:24:15.503055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2368.0012 - mean_squared_error: 2368.0012 - val_loss: 921.0490 - val_mean_squared_error: 921.0490 Epoch 2/25 81/81 [==============================] - 1s 18ms/step - loss: 114.1136 - mean_squared_error: 114.1136 - val_loss: 1136.8749 - val_mean_squared_error: 1136.8749 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 59.4287 - mean_squared_error: 59.4287 - val_loss: 1657.4014 - val_mean_squared_error: 1657.4014 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 57.7246 - mean_squared_error: 57.7246 - val_loss: 2186.7253 - val_mean_squared_error: 2186.7253 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 51.9627 - mean_squared_error: 51.9627 - val_loss: 2289.0884 - val_mean_squared_error: 2289.0884 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 62.5917 - mean_squared_error: 62.5917 - val_loss: 2405.6790 - val_mean_squared_error: 2405.6790 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 48.3444 - mean_squared_error: 48.3444 - val_loss: 2406.7942 - val_mean_squared_error: 2406.7942 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 43.0892 - mean_squared_error: 43.0892 - val_loss: 2359.3489 - val_mean_squared_error: 2359.3486 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6295 - mean_squared_error: 43.6295 - val_loss: 2243.8279 - val_mean_squared_error: 2243.8279 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 40.7815 - mean_squared_error: 40.7815 - val_loss: 2281.3665 - val_mean_squared_error: 2281.3665 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6999 - mean_squared_error: 41.6999 - val_loss: 2006.1956 - val_mean_squared_error: 2006.1956 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3742 - mean_squared_error: 41.3742 - val_loss: 1976.5618 - val_mean_squared_error: 1976.5618 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 34.1528 - mean_squared_error: 34.1528 - val_loss: 2065.1548 - val_mean_squared_error: 2065.1548 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5991 - mean_squared_error: 35.5991 - val_loss: 1970.1372 - val_mean_squared_error: 1970.1372 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1043 - mean_squared_error: 41.1043 - val_loss: 2082.6550 - val_mean_squared_error: 2082.6550 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8148 - mean_squared_error: 44.8148 - val_loss: 2097.4519 - val_mean_squared_error: 2097.4519 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 46.0825 - mean_squared_error: 46.0825 - val_loss: 1932.9348 - val_mean_squared_error: 1932.9348 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.4283 - mean_squared_error: 35.4283 - val_loss: 1819.7806 - val_mean_squared_error: 1819.7806 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9606 - mean_squared_error: 40.9606 - val_loss: 1951.3232 - val_mean_squared_error: 1951.3232 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 35.3059 - mean_squared_error: 35.3059 - val_loss: 1839.7548 - val_mean_squared_error: 1839.7548 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 34.8319 - mean_squared_error: 34.8319 - val_loss: 1902.8352 - val_mean_squared_error: 1902.8352 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6114 - mean_squared_error: 39.6114 - val_loss: 1908.2045 - val_mean_squared_error: 1908.2045 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4187 - mean_squared_error: 46.4187 - val_loss: 1723.0366 - val_mean_squared_error: 1723.0366 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8156 - mean_squared_error: 44.8156 - val_loss: 1717.6110 - val_mean_squared_error: 1717.6110 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1760 - mean_squared_error: 43.1760 - val_loss: 1701.7375 - val_mean_squared_error: 1701.7375
2022-12-09 11:24:34.100837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:24:34.688064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2347.6343 - mean_squared_error: 2347.6343
2022-12-09 11:24:39.814933: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2347.6343 - mean_squared_error: 2347.6343 - val_loss: 684.5990 - val_mean_squared_error: 684.5990 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 103.3609 - mean_squared_error: 103.3609 - val_loss: 792.8845 - val_mean_squared_error: 792.8845 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 67.1329 - mean_squared_error: 67.1329 - val_loss: 1495.6921 - val_mean_squared_error: 1495.6921 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 49.7170 - mean_squared_error: 49.7170 - val_loss: 2009.6123 - val_mean_squared_error: 2009.6123 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 47.8413 - mean_squared_error: 47.8413 - val_loss: 2219.7749 - val_mean_squared_error: 2219.7749 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 45.2036 - mean_squared_error: 45.2036 - val_loss: 2233.2847 - val_mean_squared_error: 2233.2847 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 46.9071 - mean_squared_error: 46.9071 - val_loss: 2385.7742 - val_mean_squared_error: 2385.7742 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.8002 - mean_squared_error: 46.8002 - val_loss: 2420.4622 - val_mean_squared_error: 2420.4622 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.2342 - mean_squared_error: 42.2342 - val_loss: 2288.7271 - val_mean_squared_error: 2288.7271 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 48.9292 - mean_squared_error: 48.9292 - val_loss: 2316.2925 - val_mean_squared_error: 2316.2925 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1218 - mean_squared_error: 44.1218 - val_loss: 2142.5203 - val_mean_squared_error: 2142.5203 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0557 - mean_squared_error: 47.0557 - val_loss: 2136.2163 - val_mean_squared_error: 2136.2163 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5358 - mean_squared_error: 45.5358 - val_loss: 2177.6350 - val_mean_squared_error: 2177.6350 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2196 - mean_squared_error: 43.2196 - val_loss: 2152.6497 - val_mean_squared_error: 2152.6494 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2429 - mean_squared_error: 43.2429 - val_loss: 2135.0347 - val_mean_squared_error: 2135.0347 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9101 - mean_squared_error: 38.9101 - val_loss: 2130.6592 - val_mean_squared_error: 2130.6592 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5323 - mean_squared_error: 41.5323 - val_loss: 2125.1389 - val_mean_squared_error: 2125.1389 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9621 - mean_squared_error: 39.9621 - val_loss: 1843.0520 - val_mean_squared_error: 1843.0520 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1725 - mean_squared_error: 41.1725 - val_loss: 2108.4736 - val_mean_squared_error: 2108.4734 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 44.6734 - mean_squared_error: 44.6734 - val_loss: 1996.8173 - val_mean_squared_error: 1996.8173 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 35.7888 - mean_squared_error: 35.7888 - val_loss: 1901.8734 - val_mean_squared_error: 1901.8734 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6703 - mean_squared_error: 40.6703 - val_loss: 1922.3754 - val_mean_squared_error: 1922.3754 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0328 - mean_squared_error: 45.0328 - val_loss: 1850.9624 - val_mean_squared_error: 1850.9624 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0262 - mean_squared_error: 42.0262 - val_loss: 1977.5461 - val_mean_squared_error: 1977.5461 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1802 - mean_squared_error: 40.1802 - val_loss: 1936.9500 - val_mean_squared_error: 1936.9500
2022-12-09 11:24:58.612227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:24:59.329999: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2365.3945 - mean_squared_error: 2365.3945
2022-12-09 11:25:04.827244: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2365.3945 - mean_squared_error: 2365.3945 - val_loss: 925.1403 - val_mean_squared_error: 925.1403 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 110.4896 - mean_squared_error: 110.4896 - val_loss: 1316.9432 - val_mean_squared_error: 1316.9432 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 53.6466 - mean_squared_error: 53.6466 - val_loss: 1962.5153 - val_mean_squared_error: 1962.5153 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 49.9003 - mean_squared_error: 49.9003 - val_loss: 2427.7881 - val_mean_squared_error: 2427.7881 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 44.3962 - mean_squared_error: 44.3962 - val_loss: 2542.9443 - val_mean_squared_error: 2542.9441 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0154 - mean_squared_error: 44.0154 - val_loss: 2426.1252 - val_mean_squared_error: 2426.1252 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 47.9804 - mean_squared_error: 47.9804 - val_loss: 2593.2688 - val_mean_squared_error: 2593.2688 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6961 - mean_squared_error: 43.6961 - val_loss: 2577.1243 - val_mean_squared_error: 2577.1243 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4190 - mean_squared_error: 38.4190 - val_loss: 2601.2224 - val_mean_squared_error: 2601.2224 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.4863 - mean_squared_error: 42.4863 - val_loss: 2499.7297 - val_mean_squared_error: 2499.7297 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3539 - mean_squared_error: 43.3539 - val_loss: 2643.0415 - val_mean_squared_error: 2643.0415 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 46.1450 - mean_squared_error: 46.1450 - val_loss: 2513.8394 - val_mean_squared_error: 2513.8394 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1909 - mean_squared_error: 42.1909 - val_loss: 2504.7925 - val_mean_squared_error: 2504.7925 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0021 - mean_squared_error: 47.0021 - val_loss: 2517.6489 - val_mean_squared_error: 2517.6489 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0174 - mean_squared_error: 37.0174 - val_loss: 2379.3623 - val_mean_squared_error: 2379.3621 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2473 - mean_squared_error: 40.2473 - val_loss: 2355.9324 - val_mean_squared_error: 2355.9324 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0188 - mean_squared_error: 38.0188 - val_loss: 2408.0271 - val_mean_squared_error: 2408.0271 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 33.8588 - mean_squared_error: 33.8588 - val_loss: 2439.1445 - val_mean_squared_error: 2439.1445 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2828 - mean_squared_error: 41.2828 - val_loss: 2314.3865 - val_mean_squared_error: 2314.3865 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6900 - mean_squared_error: 43.6900 - val_loss: 2304.7998 - val_mean_squared_error: 2304.7998 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9434 - mean_squared_error: 40.9434 - val_loss: 2206.4866 - val_mean_squared_error: 2206.4866 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2554 - mean_squared_error: 38.2554 - val_loss: 2107.6296 - val_mean_squared_error: 2107.6296 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1902 - mean_squared_error: 37.1902 - val_loss: 2372.1079 - val_mean_squared_error: 2372.1079 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8795 - mean_squared_error: 37.8795 - val_loss: 2205.9758 - val_mean_squared_error: 2205.9758 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.0928 - mean_squared_error: 34.0928 - val_loss: 2071.0012 - val_mean_squared_error: 2071.0012
2022-12-09 11:25:23.273654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:25:23.901977: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2376.7048 - mean_squared_error: 2376.7048
2022-12-09 11:25:29.419167: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2376.7048 - mean_squared_error: 2376.7048 - val_loss: 887.4651 - val_mean_squared_error: 887.4651 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 110.2042 - mean_squared_error: 110.2042 - val_loss: 1218.2780 - val_mean_squared_error: 1218.2780 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 75.6283 - mean_squared_error: 75.6283 - val_loss: 2072.1348 - val_mean_squared_error: 2072.1348 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 59.4209 - mean_squared_error: 59.4209 - val_loss: 2385.4976 - val_mean_squared_error: 2385.4976 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5687 - mean_squared_error: 45.5687 - val_loss: 2457.2134 - val_mean_squared_error: 2457.2134 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5952 - mean_squared_error: 40.5952 - val_loss: 2324.0601 - val_mean_squared_error: 2324.0601 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 40.3692 - mean_squared_error: 40.3692 - val_loss: 2219.1235 - val_mean_squared_error: 2219.1235 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 43.0918 - mean_squared_error: 43.0918 - val_loss: 1950.3977 - val_mean_squared_error: 1950.3975 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 35.7212 - mean_squared_error: 35.7212 - val_loss: 1788.2623 - val_mean_squared_error: 1788.2623 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3030 - mean_squared_error: 41.3030 - val_loss: 1625.4049 - val_mean_squared_error: 1625.4049 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 35.1163 - mean_squared_error: 35.1163 - val_loss: 1516.8632 - val_mean_squared_error: 1516.8632 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 49.9621 - mean_squared_error: 49.9621 - val_loss: 1482.7798 - val_mean_squared_error: 1482.7798 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1956 - mean_squared_error: 38.1956 - val_loss: 1433.2799 - val_mean_squared_error: 1433.2799 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6984 - mean_squared_error: 37.6984 - val_loss: 1346.9865 - val_mean_squared_error: 1346.9865 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0765 - mean_squared_error: 37.0765 - val_loss: 1624.9719 - val_mean_squared_error: 1624.9719 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 37.2771 - mean_squared_error: 37.2771 - val_loss: 1512.4645 - val_mean_squared_error: 1512.4645 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 34.2975 - mean_squared_error: 34.2975 - val_loss: 1399.3212 - val_mean_squared_error: 1399.3212 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0948 - mean_squared_error: 41.0948 - val_loss: 1474.3409 - val_mean_squared_error: 1474.3409 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0233 - mean_squared_error: 36.0233 - val_loss: 1373.0941 - val_mean_squared_error: 1373.0941 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2024 - mean_squared_error: 35.2024 - val_loss: 1417.9729 - val_mean_squared_error: 1417.9729 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5892 - mean_squared_error: 41.5892 - val_loss: 1318.0575 - val_mean_squared_error: 1318.0575 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 34.8540 - mean_squared_error: 34.8540 - val_loss: 1316.3037 - val_mean_squared_error: 1316.3037 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3269 - mean_squared_error: 41.3269 - val_loss: 1262.7758 - val_mean_squared_error: 1262.7758 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3274 - mean_squared_error: 37.3274 - val_loss: 1351.4592 - val_mean_squared_error: 1351.4592 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3675 - mean_squared_error: 39.3675 - val_loss: 1366.4435 - val_mean_squared_error: 1366.4435
2022-12-09 11:25:47.901545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:25:48.541021: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2364.6221 - mean_squared_error: 2364.6221
2022-12-09 11:25:54.003611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2364.6221 - mean_squared_error: 2364.6221 - val_loss: 944.9917 - val_mean_squared_error: 944.9917 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 133.0891 - mean_squared_error: 133.0891 - val_loss: 1144.6509 - val_mean_squared_error: 1144.6508 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 68.6575 - mean_squared_error: 68.6575 - val_loss: 1829.1648 - val_mean_squared_error: 1829.1648 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 55.2464 - mean_squared_error: 55.2464 - val_loss: 2253.2920 - val_mean_squared_error: 2253.2920 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 45.3330 - mean_squared_error: 45.3330 - val_loss: 2476.2759 - val_mean_squared_error: 2476.2759 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 49.5560 - mean_squared_error: 49.5560 - val_loss: 2562.2722 - val_mean_squared_error: 2562.2722 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 51.0656 - mean_squared_error: 51.0656 - val_loss: 2514.5217 - val_mean_squared_error: 2514.5217 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 42.7387 - mean_squared_error: 42.7387 - val_loss: 2550.9382 - val_mean_squared_error: 2550.9382 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 43.1323 - mean_squared_error: 43.1323 - val_loss: 2529.3997 - val_mean_squared_error: 2529.3997 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.0703 - mean_squared_error: 43.0703 - val_loss: 2559.0527 - val_mean_squared_error: 2559.0527 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.9059 - mean_squared_error: 47.9059 - val_loss: 2514.3647 - val_mean_squared_error: 2514.3647 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1457 - mean_squared_error: 45.1457 - val_loss: 2455.0562 - val_mean_squared_error: 2455.0562 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4372 - mean_squared_error: 44.4372 - val_loss: 2467.7681 - val_mean_squared_error: 2467.7681 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0045 - mean_squared_error: 47.0045 - val_loss: 2357.9951 - val_mean_squared_error: 2357.9951 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9548 - mean_squared_error: 36.9548 - val_loss: 2418.3293 - val_mean_squared_error: 2418.3293 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5419 - mean_squared_error: 36.5419 - val_loss: 2354.0757 - val_mean_squared_error: 2354.0757 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2168 - mean_squared_error: 42.2168 - val_loss: 2281.1321 - val_mean_squared_error: 2281.1321 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4679 - mean_squared_error: 42.4679 - val_loss: 2255.1208 - val_mean_squared_error: 2255.1208 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8968 - mean_squared_error: 44.8968 - val_loss: 2215.7661 - val_mean_squared_error: 2215.7661 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 43.0211 - mean_squared_error: 43.0211 - val_loss: 2019.8632 - val_mean_squared_error: 2019.8632 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0383 - mean_squared_error: 43.0383 - val_loss: 2253.5947 - val_mean_squared_error: 2253.5947 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 52.2558 - mean_squared_error: 52.2558 - val_loss: 2226.8723 - val_mean_squared_error: 2226.8723 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2688 - mean_squared_error: 35.2688 - val_loss: 1952.7285 - val_mean_squared_error: 1952.7285 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0351 - mean_squared_error: 37.0351 - val_loss: 1926.6920 - val_mean_squared_error: 1926.6920 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6961 - mean_squared_error: 38.6961 - val_loss: 2109.7830 - val_mean_squared_error: 2109.7830
2022-12-09 11:26:12.623167: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007197063490050144 Generation: 9 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:26:13.257429: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.5000 - mean_squared_error: 2380.5000
2022-12-09 11:26:18.842989: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2380.5000 - mean_squared_error: 2380.5000 - val_loss: 1031.1285 - val_mean_squared_error: 1031.1285 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 105.7489 - mean_squared_error: 105.7489 - val_loss: 1141.8036 - val_mean_squared_error: 1141.8036 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 74.8486 - mean_squared_error: 74.8486 - val_loss: 1868.1938 - val_mean_squared_error: 1868.1938 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 59.5762 - mean_squared_error: 59.5762 - val_loss: 2342.5571 - val_mean_squared_error: 2342.5571 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 47.3853 - mean_squared_error: 47.3853 - val_loss: 2334.0581 - val_mean_squared_error: 2334.0581 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 37.4776 - mean_squared_error: 37.4776 - val_loss: 2389.7434 - val_mean_squared_error: 2389.7434 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5989 - mean_squared_error: 45.5989 - val_loss: 2246.2581 - val_mean_squared_error: 2246.2581 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9171 - mean_squared_error: 40.9171 - val_loss: 2400.7571 - val_mean_squared_error: 2400.7571 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2760 - mean_squared_error: 38.2760 - val_loss: 2225.1340 - val_mean_squared_error: 2225.1340 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 36.2048 - mean_squared_error: 36.2048 - val_loss: 2166.7173 - val_mean_squared_error: 2166.7173 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6137 - mean_squared_error: 39.6137 - val_loss: 2194.0049 - val_mean_squared_error: 2194.0049 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 31.9805 - mean_squared_error: 31.9805 - val_loss: 2013.8230 - val_mean_squared_error: 2013.8230 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9086 - mean_squared_error: 38.9086 - val_loss: 2185.8540 - val_mean_squared_error: 2185.8540 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5135 - mean_squared_error: 40.5135 - val_loss: 2130.4209 - val_mean_squared_error: 2130.4209 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 31.7053 - mean_squared_error: 31.7053 - val_loss: 2069.0964 - val_mean_squared_error: 2069.0964 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6701 - mean_squared_error: 40.6701 - val_loss: 2004.6018 - val_mean_squared_error: 2004.6018 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 34.0889 - mean_squared_error: 34.0889 - val_loss: 2012.8538 - val_mean_squared_error: 2012.8538 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9744 - mean_squared_error: 42.9744 - val_loss: 2032.8079 - val_mean_squared_error: 2032.8076 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9345 - mean_squared_error: 36.9345 - val_loss: 1942.4742 - val_mean_squared_error: 1942.4742 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 35.7103 - mean_squared_error: 35.7103 - val_loss: 1993.2544 - val_mean_squared_error: 1993.2544 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1078 - mean_squared_error: 40.1078 - val_loss: 2036.7052 - val_mean_squared_error: 2036.7052 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6895 - mean_squared_error: 37.6895 - val_loss: 2046.7755 - val_mean_squared_error: 2046.7755 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4503 - mean_squared_error: 37.4503 - val_loss: 1979.9705 - val_mean_squared_error: 1979.9705 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 37.0408 - mean_squared_error: 37.0408 - val_loss: 1932.4707 - val_mean_squared_error: 1932.4705 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7171 - mean_squared_error: 38.7171 - val_loss: 1913.9857 - val_mean_squared_error: 1913.9857
2022-12-09 11:26:37.426068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:26:38.095161: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2402.3726 - mean_squared_error: 2402.3726
2022-12-09 11:26:43.641373: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2402.3726 - mean_squared_error: 2402.3726 - val_loss: 1076.8733 - val_mean_squared_error: 1076.8733 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 115.9681 - mean_squared_error: 115.9681 - val_loss: 992.9762 - val_mean_squared_error: 992.9762 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 62.0280 - mean_squared_error: 62.0280 - val_loss: 1300.8617 - val_mean_squared_error: 1300.8617 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 53.4537 - mean_squared_error: 53.4537 - val_loss: 1834.1608 - val_mean_squared_error: 1834.1608 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 48.7466 - mean_squared_error: 48.7466 - val_loss: 2083.4727 - val_mean_squared_error: 2083.4727 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 45.2750 - mean_squared_error: 45.2750 - val_loss: 2107.2122 - val_mean_squared_error: 2107.2122 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 45.9036 - mean_squared_error: 45.9036 - val_loss: 2132.3025 - val_mean_squared_error: 2132.3025 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.6433 - mean_squared_error: 46.6433 - val_loss: 2095.7524 - val_mean_squared_error: 2095.7524 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9926 - mean_squared_error: 46.9926 - val_loss: 2182.2869 - val_mean_squared_error: 2182.2869 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2511 - mean_squared_error: 46.2511 - val_loss: 2123.4050 - val_mean_squared_error: 2123.4050 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1493 - mean_squared_error: 40.1493 - val_loss: 2118.2910 - val_mean_squared_error: 2118.2910 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 33.5347 - mean_squared_error: 33.5347 - val_loss: 1904.6587 - val_mean_squared_error: 1904.6587 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7086 - mean_squared_error: 44.7086 - val_loss: 1823.2111 - val_mean_squared_error: 1823.2111 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1956 - mean_squared_error: 41.1956 - val_loss: 1766.1842 - val_mean_squared_error: 1766.1842 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 45.9255 - mean_squared_error: 45.9255 - val_loss: 1949.9615 - val_mean_squared_error: 1949.9615 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7403 - mean_squared_error: 42.7403 - val_loss: 2164.1409 - val_mean_squared_error: 2164.1409 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 40.7640 - mean_squared_error: 40.7640 - val_loss: 1734.9235 - val_mean_squared_error: 1734.9235 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1894 - mean_squared_error: 36.1894 - val_loss: 1846.1331 - val_mean_squared_error: 1846.1331 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9071 - mean_squared_error: 37.9071 - val_loss: 1709.5745 - val_mean_squared_error: 1709.5745 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4655 - mean_squared_error: 42.4655 - val_loss: 1700.2570 - val_mean_squared_error: 1700.2570 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2174 - mean_squared_error: 44.2174 - val_loss: 1820.6951 - val_mean_squared_error: 1820.6951 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8491 - mean_squared_error: 41.8491 - val_loss: 1682.8492 - val_mean_squared_error: 1682.8492 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 46.4197 - mean_squared_error: 46.4197 - val_loss: 1480.2946 - val_mean_squared_error: 1480.2946 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8637 - mean_squared_error: 41.8637 - val_loss: 1328.1997 - val_mean_squared_error: 1328.1997 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0114 - mean_squared_error: 36.0114 - val_loss: 1342.1697 - val_mean_squared_error: 1342.1697
2022-12-09 11:27:06.905549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:27:07.824201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2353.6921 - mean_squared_error: 2353.6921
2022-12-09 11:27:12.902532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2353.6921 - mean_squared_error: 2353.6921 - val_loss: 779.2366 - val_mean_squared_error: 779.2366 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 112.9799 - mean_squared_error: 112.9799 - val_loss: 921.1564 - val_mean_squared_error: 921.1564 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 63.8430 - mean_squared_error: 63.8430 - val_loss: 1521.0309 - val_mean_squared_error: 1521.0309 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 50.5638 - mean_squared_error: 50.5638 - val_loss: 2024.5238 - val_mean_squared_error: 2024.5238 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 46.6959 - mean_squared_error: 46.6959 - val_loss: 2179.5457 - val_mean_squared_error: 2179.5457 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 48.4938 - mean_squared_error: 48.4938 - val_loss: 2214.0127 - val_mean_squared_error: 2214.0127 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 45.4357 - mean_squared_error: 45.4357 - val_loss: 2137.0034 - val_mean_squared_error: 2137.0034 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3925 - mean_squared_error: 38.3925 - val_loss: 2187.8503 - val_mean_squared_error: 2187.8503 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 41.2992 - mean_squared_error: 41.2992 - val_loss: 2074.1584 - val_mean_squared_error: 2074.1584 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8099 - mean_squared_error: 43.8099 - val_loss: 2099.7551 - val_mean_squared_error: 2099.7551 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.9967 - mean_squared_error: 42.9967 - val_loss: 2042.4034 - val_mean_squared_error: 2042.4034 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0641 - mean_squared_error: 38.0641 - val_loss: 1991.5710 - val_mean_squared_error: 1991.5710 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 47.3269 - mean_squared_error: 47.3269 - val_loss: 1933.9467 - val_mean_squared_error: 1933.9467 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8542 - mean_squared_error: 46.8542 - val_loss: 1846.8601 - val_mean_squared_error: 1846.8601 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7290 - mean_squared_error: 47.7290 - val_loss: 1937.5701 - val_mean_squared_error: 1937.5701 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 36.8934 - mean_squared_error: 36.8934 - val_loss: 1881.8090 - val_mean_squared_error: 1881.8090 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 40.0507 - mean_squared_error: 40.0507 - val_loss: 1838.9185 - val_mean_squared_error: 1838.9185 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 50.0751 - mean_squared_error: 50.0751 - val_loss: 1954.3820 - val_mean_squared_error: 1954.3820 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1423 - mean_squared_error: 45.1423 - val_loss: 1893.9126 - val_mean_squared_error: 1893.9126 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4830 - mean_squared_error: 43.4830 - val_loss: 1633.0934 - val_mean_squared_error: 1633.0934 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 45.4701 - mean_squared_error: 45.4701 - val_loss: 1727.8521 - val_mean_squared_error: 1727.8521 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 56.5342 - mean_squared_error: 56.5342 - val_loss: 1638.0902 - val_mean_squared_error: 1638.0902 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2459 - mean_squared_error: 42.2459 - val_loss: 1568.1982 - val_mean_squared_error: 1568.1982 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1006 - mean_squared_error: 42.1006 - val_loss: 1612.0131 - val_mean_squared_error: 1612.0131 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1499 - mean_squared_error: 40.1499 - val_loss: 1710.7812 - val_mean_squared_error: 1710.7812
2022-12-09 11:27:31.785663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:27:32.307290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.0195 - mean_squared_error: 2422.0195
2022-12-09 11:27:37.424479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2422.0195 - mean_squared_error: 2422.0195 - val_loss: 955.6582 - val_mean_squared_error: 955.6582 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 122.6554 - mean_squared_error: 122.6554 - val_loss: 1077.6589 - val_mean_squared_error: 1077.6589 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 62.8646 - mean_squared_error: 62.8646 - val_loss: 1742.0577 - val_mean_squared_error: 1742.0577 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 49.1688 - mean_squared_error: 49.1688 - val_loss: 2207.5840 - val_mean_squared_error: 2207.5840 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 53.5922 - mean_squared_error: 53.5922 - val_loss: 2428.7759 - val_mean_squared_error: 2428.7759 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 52.9147 - mean_squared_error: 52.9147 - val_loss: 2467.2554 - val_mean_squared_error: 2467.2551 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 48.3687 - mean_squared_error: 48.3687 - val_loss: 2519.2832 - val_mean_squared_error: 2519.2832 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.5263 - mean_squared_error: 48.5263 - val_loss: 2309.1321 - val_mean_squared_error: 2309.1321 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.5232 - mean_squared_error: 46.5232 - val_loss: 2361.2136 - val_mean_squared_error: 2361.2136 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 40.6542 - mean_squared_error: 40.6542 - val_loss: 2264.9187 - val_mean_squared_error: 2264.9187 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 46.3703 - mean_squared_error: 46.3703 - val_loss: 2170.0566 - val_mean_squared_error: 2170.0566 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0587 - mean_squared_error: 43.0587 - val_loss: 2087.0166 - val_mean_squared_error: 2087.0166 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8622 - mean_squared_error: 46.8622 - val_loss: 2315.5957 - val_mean_squared_error: 2315.5957 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5877 - mean_squared_error: 45.5877 - val_loss: 2199.8049 - val_mean_squared_error: 2199.8049 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6365 - mean_squared_error: 36.6365 - val_loss: 2074.3342 - val_mean_squared_error: 2074.3342 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3169 - mean_squared_error: 35.3169 - val_loss: 2098.1389 - val_mean_squared_error: 2098.1389 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7911 - mean_squared_error: 39.7911 - val_loss: 1938.3564 - val_mean_squared_error: 1938.3564 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1830 - mean_squared_error: 44.1830 - val_loss: 2018.9807 - val_mean_squared_error: 2018.9807 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 35.1280 - mean_squared_error: 35.1280 - val_loss: 1986.1482 - val_mean_squared_error: 1986.1482 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 40.8132 - mean_squared_error: 40.8132 - val_loss: 1840.9375 - val_mean_squared_error: 1840.9375 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1225 - mean_squared_error: 36.1225 - val_loss: 1722.4781 - val_mean_squared_error: 1722.4781 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 52.9146 - mean_squared_error: 52.9146 - val_loss: 1870.5179 - val_mean_squared_error: 1870.5179 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 34.3671 - mean_squared_error: 34.3671 - val_loss: 1756.7571 - val_mean_squared_error: 1756.7571 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1648 - mean_squared_error: 39.1648 - val_loss: 1762.7639 - val_mean_squared_error: 1762.7639 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0081 - mean_squared_error: 40.0081 - val_loss: 1808.2914 - val_mean_squared_error: 1808.2914
2022-12-09 11:27:55.877161: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:27:56.540632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.6475 - mean_squared_error: 2433.6475
2022-12-09 11:28:01.664649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2433.6475 - mean_squared_error: 2433.6475 - val_loss: 931.1040 - val_mean_squared_error: 931.1040 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 111.1693 - mean_squared_error: 111.1693 - val_loss: 930.5369 - val_mean_squared_error: 930.5369 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 74.7178 - mean_squared_error: 74.7178 - val_loss: 1761.2987 - val_mean_squared_error: 1761.2987 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 57.3988 - mean_squared_error: 57.3988 - val_loss: 2487.7832 - val_mean_squared_error: 2487.7832 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 52.0604 - mean_squared_error: 52.0604 - val_loss: 2580.1411 - val_mean_squared_error: 2580.1411 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 45.0146 - mean_squared_error: 45.0146 - val_loss: 2597.3071 - val_mean_squared_error: 2597.3071 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 42.6735 - mean_squared_error: 42.6735 - val_loss: 2572.9841 - val_mean_squared_error: 2572.9841 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 35.2747 - mean_squared_error: 35.2747 - val_loss: 2478.6414 - val_mean_squared_error: 2478.6414 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0418 - mean_squared_error: 39.0418 - val_loss: 2436.0759 - val_mean_squared_error: 2436.0759 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9519 - mean_squared_error: 45.9519 - val_loss: 2350.0015 - val_mean_squared_error: 2350.0012 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 39.1689 - mean_squared_error: 39.1689 - val_loss: 2298.7834 - val_mean_squared_error: 2298.7834 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 40.2680 - mean_squared_error: 40.2680 - val_loss: 2356.1470 - val_mean_squared_error: 2356.1470 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 49.0820 - mean_squared_error: 49.0820 - val_loss: 2306.9314 - val_mean_squared_error: 2306.9314 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0527 - mean_squared_error: 37.0527 - val_loss: 2274.7305 - val_mean_squared_error: 2274.7305 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 31.3338 - mean_squared_error: 31.3338 - val_loss: 2268.7644 - val_mean_squared_error: 2268.7644 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7698 - mean_squared_error: 39.7698 - val_loss: 2252.8281 - val_mean_squared_error: 2252.8281 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1839 - mean_squared_error: 35.1839 - val_loss: 2255.3352 - val_mean_squared_error: 2255.3352 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 34.5214 - mean_squared_error: 34.5214 - val_loss: 2161.4016 - val_mean_squared_error: 2161.4014 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6645 - mean_squared_error: 42.6645 - val_loss: 2249.2415 - val_mean_squared_error: 2249.2415 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5802 - mean_squared_error: 38.5802 - val_loss: 2089.5957 - val_mean_squared_error: 2089.5955 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 30.7554 - mean_squared_error: 30.7554 - val_loss: 2094.8811 - val_mean_squared_error: 2094.8811 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 34.0709 - mean_squared_error: 34.0709 - val_loss: 2094.6384 - val_mean_squared_error: 2094.6384 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2507 - mean_squared_error: 40.2507 - val_loss: 2007.6508 - val_mean_squared_error: 2007.6508 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1104 - mean_squared_error: 35.1104 - val_loss: 2119.9524 - val_mean_squared_error: 2119.9524 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 33.5638 - mean_squared_error: 33.5638 - val_loss: 2154.6611 - val_mean_squared_error: 2154.6611
2022-12-09 11:28:20.310973: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007325936516168328 Generation: 10 [[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:28:20.941414: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2389.7759 - mean_squared_error: 2389.7759
2022-12-09 11:28:25.731793: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2389.7759 - mean_squared_error: 2389.7759 - val_loss: 930.0173 - val_mean_squared_error: 930.0173 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 126.0454 - mean_squared_error: 126.0454 - val_loss: 1109.2744 - val_mean_squared_error: 1109.2744 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 62.8197 - mean_squared_error: 62.8197 - val_loss: 1388.7003 - val_mean_squared_error: 1388.7003 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 54.2605 - mean_squared_error: 54.2605 - val_loss: 2129.3115 - val_mean_squared_error: 2129.3115 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 53.7295 - mean_squared_error: 53.7295 - val_loss: 2414.7534 - val_mean_squared_error: 2414.7534 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 47.5337 - mean_squared_error: 47.5337 - val_loss: 2334.9548 - val_mean_squared_error: 2334.9548 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3536 - mean_squared_error: 40.3536 - val_loss: 2354.5896 - val_mean_squared_error: 2354.5896 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7848 - mean_squared_error: 39.7848 - val_loss: 2492.8403 - val_mean_squared_error: 2492.8403 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 37.3744 - mean_squared_error: 37.3744 - val_loss: 2527.0981 - val_mean_squared_error: 2527.0981 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1068 - mean_squared_error: 39.1068 - val_loss: 2425.1069 - val_mean_squared_error: 2425.1069 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6681 - mean_squared_error: 39.6681 - val_loss: 2335.5015 - val_mean_squared_error: 2335.5015 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5824 - mean_squared_error: 44.5824 - val_loss: 2285.5950 - val_mean_squared_error: 2285.5950 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 45.2841 - mean_squared_error: 45.2841 - val_loss: 2562.2732 - val_mean_squared_error: 2562.2732 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4669 - mean_squared_error: 40.4669 - val_loss: 2425.9236 - val_mean_squared_error: 2425.9236 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4589 - mean_squared_error: 40.4589 - val_loss: 2329.7319 - val_mean_squared_error: 2329.7319 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5783 - mean_squared_error: 44.5783 - val_loss: 2377.7422 - val_mean_squared_error: 2377.7422 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1140 - mean_squared_error: 36.1140 - val_loss: 2269.9517 - val_mean_squared_error: 2269.9517 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0757 - mean_squared_error: 42.0757 - val_loss: 2182.8689 - val_mean_squared_error: 2182.8689 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7167 - mean_squared_error: 33.7167 - val_loss: 2308.0654 - val_mean_squared_error: 2308.0654 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0732 - mean_squared_error: 38.0732 - val_loss: 2215.0591 - val_mean_squared_error: 2215.0591 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3963 - mean_squared_error: 39.3963 - val_loss: 2299.4175 - val_mean_squared_error: 2299.4175 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 44.0099 - mean_squared_error: 44.0099 - val_loss: 2328.7693 - val_mean_squared_error: 2328.7693 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7951 - mean_squared_error: 39.7951 - val_loss: 2268.0422 - val_mean_squared_error: 2268.0422 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.6357 - mean_squared_error: 35.6357 - val_loss: 2121.0693 - val_mean_squared_error: 2121.0693 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8333 - mean_squared_error: 43.8333 - val_loss: 2108.9082 - val_mean_squared_error: 2108.9082
2022-12-09 11:28:43.932631: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:28:44.454647: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2367.1677 - mean_squared_error: 2367.1677
2022-12-09 11:28:49.588007: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2367.1677 - mean_squared_error: 2367.1677 - val_loss: 939.6570 - val_mean_squared_error: 939.6570 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 121.6942 - mean_squared_error: 121.6942 - val_loss: 808.4301 - val_mean_squared_error: 808.4301 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 62.9329 - mean_squared_error: 62.9329 - val_loss: 1556.0247 - val_mean_squared_error: 1556.0245 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 50.1766 - mean_squared_error: 50.1766 - val_loss: 2054.8401 - val_mean_squared_error: 2054.8401 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 51.3792 - mean_squared_error: 51.3792 - val_loss: 2428.8091 - val_mean_squared_error: 2428.8091 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 47.4121 - mean_squared_error: 47.4121 - val_loss: 2575.3845 - val_mean_squared_error: 2575.3845 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 53.9612 - mean_squared_error: 53.9612 - val_loss: 2538.0166 - val_mean_squared_error: 2538.0166 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 40.7598 - mean_squared_error: 40.7598 - val_loss: 2523.6592 - val_mean_squared_error: 2523.6592 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4720 - mean_squared_error: 41.4720 - val_loss: 2519.6489 - val_mean_squared_error: 2519.6489 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3488 - mean_squared_error: 41.3488 - val_loss: 2470.3149 - val_mean_squared_error: 2470.3149 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.2177 - mean_squared_error: 41.2177 - val_loss: 2503.2661 - val_mean_squared_error: 2503.2661 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3201 - mean_squared_error: 40.3201 - val_loss: 2629.7932 - val_mean_squared_error: 2629.7932 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 47.5616 - mean_squared_error: 47.5616 - val_loss: 2428.5696 - val_mean_squared_error: 2428.5696 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.3428 - mean_squared_error: 44.3428 - val_loss: 2372.8425 - val_mean_squared_error: 2372.8425 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4132 - mean_squared_error: 42.4132 - val_loss: 2146.5056 - val_mean_squared_error: 2146.5056 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5609 - mean_squared_error: 39.5609 - val_loss: 2267.3174 - val_mean_squared_error: 2267.3174 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1304 - mean_squared_error: 38.1304 - val_loss: 2319.6692 - val_mean_squared_error: 2319.6692 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8572 - mean_squared_error: 39.8572 - val_loss: 2293.2188 - val_mean_squared_error: 2293.2188 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7164 - mean_squared_error: 45.7164 - val_loss: 2159.4202 - val_mean_squared_error: 2159.4202 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9867 - mean_squared_error: 42.9867 - val_loss: 2113.9470 - val_mean_squared_error: 2113.9470 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5300 - mean_squared_error: 37.5300 - val_loss: 2203.9668 - val_mean_squared_error: 2203.9668 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6325 - mean_squared_error: 37.6325 - val_loss: 2201.5989 - val_mean_squared_error: 2201.5989 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6027 - mean_squared_error: 36.6027 - val_loss: 2296.5222 - val_mean_squared_error: 2296.5222 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6047 - mean_squared_error: 40.6047 - val_loss: 2346.5654 - val_mean_squared_error: 2346.5654 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 38.2832 - mean_squared_error: 38.2832 - val_loss: 2248.2424 - val_mean_squared_error: 2248.2424
2022-12-09 11:29:07.954103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:29:08.619471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.1448 - mean_squared_error: 2438.1448
2022-12-09 11:29:13.789111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2438.1448 - mean_squared_error: 2438.1448 - val_loss: 708.0264 - val_mean_squared_error: 708.0264 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 107.5855 - mean_squared_error: 107.5855 - val_loss: 1079.1560 - val_mean_squared_error: 1079.1560 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 55.8682 - mean_squared_error: 55.8682 - val_loss: 2030.6326 - val_mean_squared_error: 2030.6326 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 62.0563 - mean_squared_error: 62.0563 - val_loss: 2571.8159 - val_mean_squared_error: 2571.8159 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 45.6927 - mean_squared_error: 45.6927 - val_loss: 2736.6692 - val_mean_squared_error: 2736.6692 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 45.1666 - mean_squared_error: 45.1666 - val_loss: 2841.7100 - val_mean_squared_error: 2841.7100 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 40.7929 - mean_squared_error: 40.7929 - val_loss: 2782.9893 - val_mean_squared_error: 2782.9893 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8499 - mean_squared_error: 42.8499 - val_loss: 2879.5464 - val_mean_squared_error: 2879.5461 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2950 - mean_squared_error: 44.2950 - val_loss: 2761.7419 - val_mean_squared_error: 2761.7419 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.5843 - mean_squared_error: 43.5843 - val_loss: 2811.0549 - val_mean_squared_error: 2811.0549 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 48.6057 - mean_squared_error: 48.6057 - val_loss: 2798.9788 - val_mean_squared_error: 2798.9788 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6145 - mean_squared_error: 43.6145 - val_loss: 2770.8665 - val_mean_squared_error: 2770.8665 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2573 - mean_squared_error: 44.2573 - val_loss: 2747.3066 - val_mean_squared_error: 2747.3066 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4440 - mean_squared_error: 36.4440 - val_loss: 2749.8765 - val_mean_squared_error: 2749.8765 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1425 - mean_squared_error: 40.1425 - val_loss: 2808.3953 - val_mean_squared_error: 2808.3953 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3550 - mean_squared_error: 41.3550 - val_loss: 2670.8877 - val_mean_squared_error: 2670.8877 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0651 - mean_squared_error: 40.0651 - val_loss: 2670.2976 - val_mean_squared_error: 2670.2976 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2837 - mean_squared_error: 40.2837 - val_loss: 2721.5703 - val_mean_squared_error: 2721.5703 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1504 - mean_squared_error: 37.1504 - val_loss: 2637.9998 - val_mean_squared_error: 2637.9998 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7830 - mean_squared_error: 38.7830 - val_loss: 2587.0649 - val_mean_squared_error: 2587.0649 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3212 - mean_squared_error: 37.3212 - val_loss: 2601.1074 - val_mean_squared_error: 2601.1074 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9675 - mean_squared_error: 41.9675 - val_loss: 2510.9204 - val_mean_squared_error: 2510.9204 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1142 - mean_squared_error: 36.1142 - val_loss: 2587.3655 - val_mean_squared_error: 2587.3655 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0429 - mean_squared_error: 42.0429 - val_loss: 2580.6086 - val_mean_squared_error: 2580.6086 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9961 - mean_squared_error: 38.9961 - val_loss: 2495.3635 - val_mean_squared_error: 2495.3635
2022-12-09 11:29:32.183742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:29:32.722629: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2388.1570 - mean_squared_error: 2388.1570
2022-12-09 11:29:37.931076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2388.1570 - mean_squared_error: 2388.1570 - val_loss: 932.4903 - val_mean_squared_error: 932.4903 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 109.3325 - mean_squared_error: 109.3325 - val_loss: 1086.2999 - val_mean_squared_error: 1086.2999 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 67.9028 - mean_squared_error: 67.9028 - val_loss: 2102.1023 - val_mean_squared_error: 2102.1023 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 54.7148 - mean_squared_error: 54.7148 - val_loss: 2584.0972 - val_mean_squared_error: 2584.0972 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 49.9625 - mean_squared_error: 49.9625 - val_loss: 2599.5713 - val_mean_squared_error: 2599.5713 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 44.0193 - mean_squared_error: 44.0193 - val_loss: 2612.7615 - val_mean_squared_error: 2612.7615 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9054 - mean_squared_error: 37.9054 - val_loss: 2537.1863 - val_mean_squared_error: 2537.1863 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8217 - mean_squared_error: 38.8217 - val_loss: 2423.5671 - val_mean_squared_error: 2423.5671 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1757 - mean_squared_error: 44.1757 - val_loss: 2237.6924 - val_mean_squared_error: 2237.6924 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 40.7561 - mean_squared_error: 40.7561 - val_loss: 2291.0911 - val_mean_squared_error: 2291.0911 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9908 - mean_squared_error: 38.9908 - val_loss: 2277.0757 - val_mean_squared_error: 2277.0757 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 42.5046 - mean_squared_error: 42.5046 - val_loss: 2158.5679 - val_mean_squared_error: 2158.5679 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5188 - mean_squared_error: 35.5188 - val_loss: 2285.8042 - val_mean_squared_error: 2285.8042 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1301 - mean_squared_error: 36.1301 - val_loss: 2298.1182 - val_mean_squared_error: 2298.1182 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 33.4670 - mean_squared_error: 33.4670 - val_loss: 2116.5630 - val_mean_squared_error: 2116.5630 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 35.2651 - mean_squared_error: 35.2651 - val_loss: 2198.4495 - val_mean_squared_error: 2198.4495 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4789 - mean_squared_error: 34.4789 - val_loss: 2204.3857 - val_mean_squared_error: 2204.3857 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1857 - mean_squared_error: 36.1857 - val_loss: 2132.4092 - val_mean_squared_error: 2132.4092 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7082 - mean_squared_error: 41.7082 - val_loss: 2206.7441 - val_mean_squared_error: 2206.7441 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5657 - mean_squared_error: 45.5657 - val_loss: 1992.0463 - val_mean_squared_error: 1992.0463 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4925 - mean_squared_error: 41.4925 - val_loss: 2038.7448 - val_mean_squared_error: 2038.7448 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 33.4688 - mean_squared_error: 33.4688 - val_loss: 2232.4648 - val_mean_squared_error: 2232.4648 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3061 - mean_squared_error: 42.3061 - val_loss: 2226.8423 - val_mean_squared_error: 2226.8423 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5078 - mean_squared_error: 41.5078 - val_loss: 2086.5146 - val_mean_squared_error: 2086.5146 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 33.2794 - mean_squared_error: 33.2794 - val_loss: 2046.2174 - val_mean_squared_error: 2046.2174
2022-12-09 11:29:56.354831: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.12548801 0.82922519 0.76015828 ... 0. 0. 0. ] [0.15281651 0.83747884 0.74335148 ... 0. 0. 0. ] [0.18600112 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.07933631 0.96241146 0.99414683 ... 0. 0. 0. ] [0.07306191 0.97597103 1. ... 0. 0. 0. ] [0.08951478 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:29:56.913403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.9124 - mean_squared_error: 2395.9124
2022-12-09 11:30:02.175586: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2395.9124 - mean_squared_error: 2395.9124 - val_loss: 983.6039 - val_mean_squared_error: 983.6039 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 93.1462 - mean_squared_error: 93.1462 - val_loss: 1123.7369 - val_mean_squared_error: 1123.7369 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 56.0121 - mean_squared_error: 56.0121 - val_loss: 2062.9509 - val_mean_squared_error: 2062.9509 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 47.1489 - mean_squared_error: 47.1489 - val_loss: 2471.5481 - val_mean_squared_error: 2471.5481 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 44.5697 - mean_squared_error: 44.5697 - val_loss: 2646.9924 - val_mean_squared_error: 2646.9924 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3934 - mean_squared_error: 43.3934 - val_loss: 2685.5122 - val_mean_squared_error: 2685.5120 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 45.4407 - mean_squared_error: 45.4407 - val_loss: 2675.3611 - val_mean_squared_error: 2675.3611 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6268 - mean_squared_error: 40.6268 - val_loss: 2673.5933 - val_mean_squared_error: 2673.5933 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 48.9251 - mean_squared_error: 48.9251 - val_loss: 2603.7939 - val_mean_squared_error: 2603.7939 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 46.9235 - mean_squared_error: 46.9235 - val_loss: 2547.0884 - val_mean_squared_error: 2547.0884 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.7265 - mean_squared_error: 42.7265 - val_loss: 2548.4265 - val_mean_squared_error: 2548.4265 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1755 - mean_squared_error: 39.1755 - val_loss: 2564.8652 - val_mean_squared_error: 2564.8652 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4129 - mean_squared_error: 37.4129 - val_loss: 2632.9092 - val_mean_squared_error: 2632.9092 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 49.2456 - mean_squared_error: 49.2456 - val_loss: 2568.6038 - val_mean_squared_error: 2568.6038 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0889 - mean_squared_error: 40.0889 - val_loss: 2471.5371 - val_mean_squared_error: 2471.5371 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0721 - mean_squared_error: 40.0721 - val_loss: 2512.5935 - val_mean_squared_error: 2512.5935 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 56.1005 - mean_squared_error: 56.1005 - val_loss: 2569.1619 - val_mean_squared_error: 2569.1619 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1980 - mean_squared_error: 35.1980 - val_loss: 2454.8542 - val_mean_squared_error: 2454.8542 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9129 - mean_squared_error: 40.9129 - val_loss: 2369.7124 - val_mean_squared_error: 2369.7124 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4154 - mean_squared_error: 40.4154 - val_loss: 2340.3813 - val_mean_squared_error: 2340.3813 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7601 - mean_squared_error: 41.7601 - val_loss: 2332.3755 - val_mean_squared_error: 2332.3755 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4925 - mean_squared_error: 42.4925 - val_loss: 2295.9963 - val_mean_squared_error: 2295.9963 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 34.9429 - mean_squared_error: 34.9429 - val_loss: 2296.5847 - val_mean_squared_error: 2296.5847 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0143 - mean_squared_error: 42.0143 - val_loss: 2393.2695 - val_mean_squared_error: 2393.2695 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9101 - mean_squared_error: 36.9101 - val_loss: 2295.4924 - val_mean_squared_error: 2295.4924
2022-12-09 11:30:20.398383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0004845963180322993 Generation: 11 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:30:21.023075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.0266 - mean_squared_error: 2422.0266
2022-12-09 11:30:26.302539: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2422.0266 - mean_squared_error: 2422.0266 - val_loss: 751.2663 - val_mean_squared_error: 751.2663 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 118.0640 - mean_squared_error: 118.0640 - val_loss: 945.9554 - val_mean_squared_error: 945.9554 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 73.6102 - mean_squared_error: 73.6102 - val_loss: 1947.1630 - val_mean_squared_error: 1947.1630 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 57.7636 - mean_squared_error: 57.7636 - val_loss: 2422.9124 - val_mean_squared_error: 2422.9124 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 47.9256 - mean_squared_error: 47.9256 - val_loss: 2599.5481 - val_mean_squared_error: 2599.5481 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 45.6041 - mean_squared_error: 45.6041 - val_loss: 2581.1082 - val_mean_squared_error: 2581.1082 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 37.6385 - mean_squared_error: 37.6385 - val_loss: 2477.2383 - val_mean_squared_error: 2477.2383 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 42.0521 - mean_squared_error: 42.0521 - val_loss: 2530.9905 - val_mean_squared_error: 2530.9905 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2988 - mean_squared_error: 40.2988 - val_loss: 2496.9182 - val_mean_squared_error: 2496.9182 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.4270 - mean_squared_error: 43.4270 - val_loss: 2393.4980 - val_mean_squared_error: 2393.4980 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8090 - mean_squared_error: 42.8090 - val_loss: 2420.1326 - val_mean_squared_error: 2420.1326 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1860 - mean_squared_error: 43.1860 - val_loss: 2486.6335 - val_mean_squared_error: 2486.6335 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 36.6368 - mean_squared_error: 36.6368 - val_loss: 2421.4966 - val_mean_squared_error: 2421.4966 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3178 - mean_squared_error: 37.3178 - val_loss: 2422.0317 - val_mean_squared_error: 2422.0317 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6992 - mean_squared_error: 34.6992 - val_loss: 2384.5391 - val_mean_squared_error: 2384.5391 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 35.5468 - mean_squared_error: 35.5468 - val_loss: 2463.8889 - val_mean_squared_error: 2463.8889 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9189 - mean_squared_error: 39.9189 - val_loss: 2429.2671 - val_mean_squared_error: 2429.2671 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 34.1739 - mean_squared_error: 34.1739 - val_loss: 2447.4236 - val_mean_squared_error: 2447.4236 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3687 - mean_squared_error: 35.3687 - val_loss: 2237.9495 - val_mean_squared_error: 2237.9495 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3574 - mean_squared_error: 38.3574 - val_loss: 2367.3657 - val_mean_squared_error: 2367.3657 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0743 - mean_squared_error: 40.0743 - val_loss: 2262.0320 - val_mean_squared_error: 2262.0320 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2498 - mean_squared_error: 40.2498 - val_loss: 2326.8306 - val_mean_squared_error: 2326.8306 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1225 - mean_squared_error: 35.1225 - val_loss: 2292.8789 - val_mean_squared_error: 2292.8789 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7956 - mean_squared_error: 38.7956 - val_loss: 2314.2432 - val_mean_squared_error: 2314.2432 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4087 - mean_squared_error: 40.4087 - val_loss: 2268.6912 - val_mean_squared_error: 2268.6912
2022-12-09 11:30:44.696853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:30:45.335256: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2330.2563 - mean_squared_error: 2330.2563
2022-12-09 11:30:50.598261: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2330.2563 - mean_squared_error: 2330.2563 - val_loss: 992.5120 - val_mean_squared_error: 992.5120 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 122.4957 - mean_squared_error: 122.4957 - val_loss: 1116.3727 - val_mean_squared_error: 1116.3726 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 66.4924 - mean_squared_error: 66.4924 - val_loss: 1574.8704 - val_mean_squared_error: 1574.8704 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 52.1145 - mean_squared_error: 52.1145 - val_loss: 2133.9507 - val_mean_squared_error: 2133.9507 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 46.4667 - mean_squared_error: 46.4667 - val_loss: 2182.1633 - val_mean_squared_error: 2182.1633 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 46.7479 - mean_squared_error: 46.7479 - val_loss: 2340.9941 - val_mean_squared_error: 2340.9941 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5064 - mean_squared_error: 42.5064 - val_loss: 2340.3723 - val_mean_squared_error: 2340.3723 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4812 - mean_squared_error: 41.4812 - val_loss: 2272.0288 - val_mean_squared_error: 2272.0288 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0424 - mean_squared_error: 47.0424 - val_loss: 2416.9365 - val_mean_squared_error: 2416.9365 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 48.5423 - mean_squared_error: 48.5423 - val_loss: 2221.8130 - val_mean_squared_error: 2221.8130 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1572 - mean_squared_error: 41.1572 - val_loss: 2169.4089 - val_mean_squared_error: 2169.4089 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3460 - mean_squared_error: 42.3460 - val_loss: 2252.6899 - val_mean_squared_error: 2252.6897 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1286 - mean_squared_error: 45.1286 - val_loss: 1962.8979 - val_mean_squared_error: 1962.8979 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 36.3944 - mean_squared_error: 36.3944 - val_loss: 2087.1042 - val_mean_squared_error: 2087.1042 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 36.2975 - mean_squared_error: 36.2975 - val_loss: 2102.1882 - val_mean_squared_error: 2102.1882 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9612 - mean_squared_error: 44.9612 - val_loss: 2157.2661 - val_mean_squared_error: 2157.2661 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1214 - mean_squared_error: 39.1214 - val_loss: 2202.8557 - val_mean_squared_error: 2202.8557 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7001 - mean_squared_error: 40.7001 - val_loss: 1982.5695 - val_mean_squared_error: 1982.5695 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1825 - mean_squared_error: 36.1825 - val_loss: 1974.9462 - val_mean_squared_error: 1974.9462 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5404 - mean_squared_error: 38.5404 - val_loss: 2157.5154 - val_mean_squared_error: 2157.5154 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9433 - mean_squared_error: 39.9433 - val_loss: 2010.0511 - val_mean_squared_error: 2010.0511 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 48.8028 - mean_squared_error: 48.8028 - val_loss: 2060.9990 - val_mean_squared_error: 2060.9990 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9261 - mean_squared_error: 43.9261 - val_loss: 1971.7760 - val_mean_squared_error: 1971.7760 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 48.0344 - mean_squared_error: 48.0344 - val_loss: 1984.4615 - val_mean_squared_error: 1984.4615 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8211 - mean_squared_error: 35.8211 - val_loss: 2000.7201 - val_mean_squared_error: 2000.7201
2022-12-09 11:31:09.137131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:31:09.813221: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2373.1111 - mean_squared_error: 2373.1111
2022-12-09 11:31:15.099824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2373.1111 - mean_squared_error: 2373.1111 - val_loss: 913.6193 - val_mean_squared_error: 913.6193 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 115.0578 - mean_squared_error: 115.0578 - val_loss: 1052.6930 - val_mean_squared_error: 1052.6930 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 64.5239 - mean_squared_error: 64.5239 - val_loss: 2082.2058 - val_mean_squared_error: 2082.2058 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 55.7517 - mean_squared_error: 55.7517 - val_loss: 2313.2351 - val_mean_squared_error: 2313.2351 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 50.9330 - mean_squared_error: 50.9330 - val_loss: 2571.3496 - val_mean_squared_error: 2571.3496 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 52.6795 - mean_squared_error: 52.6795 - val_loss: 2469.3647 - val_mean_squared_error: 2469.3645 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 46.0222 - mean_squared_error: 46.0222 - val_loss: 2511.9155 - val_mean_squared_error: 2511.9155 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6634 - mean_squared_error: 48.6634 - val_loss: 2490.8171 - val_mean_squared_error: 2490.8171 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 41.9690 - mean_squared_error: 41.9690 - val_loss: 2476.8726 - val_mean_squared_error: 2476.8726 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4291 - mean_squared_error: 40.4291 - val_loss: 2426.5154 - val_mean_squared_error: 2426.5154 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7229 - mean_squared_error: 41.7229 - val_loss: 2272.1677 - val_mean_squared_error: 2272.1677 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9461 - mean_squared_error: 41.9461 - val_loss: 2426.3540 - val_mean_squared_error: 2426.3540 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 38.4462 - mean_squared_error: 38.4462 - val_loss: 2293.2959 - val_mean_squared_error: 2293.2959 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3509 - mean_squared_error: 43.3509 - val_loss: 2273.1277 - val_mean_squared_error: 2273.1277 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 37.6101 - mean_squared_error: 37.6101 - val_loss: 2207.0977 - val_mean_squared_error: 2207.0977 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0354 - mean_squared_error: 40.0354 - val_loss: 2191.1440 - val_mean_squared_error: 2191.1440 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9137 - mean_squared_error: 39.9137 - val_loss: 2200.6262 - val_mean_squared_error: 2200.6262 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9714 - mean_squared_error: 38.9714 - val_loss: 2105.9824 - val_mean_squared_error: 2105.9824 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8712 - mean_squared_error: 37.8712 - val_loss: 2181.6777 - val_mean_squared_error: 2181.6777 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3171 - mean_squared_error: 40.3171 - val_loss: 2086.0659 - val_mean_squared_error: 2086.0659 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0421 - mean_squared_error: 40.0421 - val_loss: 2094.1470 - val_mean_squared_error: 2094.1470 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9444 - mean_squared_error: 41.9444 - val_loss: 2097.1470 - val_mean_squared_error: 2097.1470 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7414 - mean_squared_error: 42.7414 - val_loss: 2043.1772 - val_mean_squared_error: 2043.1772 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0870 - mean_squared_error: 43.0870 - val_loss: 2001.0262 - val_mean_squared_error: 2001.0262 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8147 - mean_squared_error: 40.8147 - val_loss: 2001.4646 - val_mean_squared_error: 2001.4646
2022-12-09 11:31:33.596368: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.12548801 0.82922519 0.76015828 ... 0. 0. 0. ] [0.15281651 0.83747884 0.74335148 ... 0. 0. 0. ] [0.18600112 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.07933631 0.96241146 0.99414683 ... 0. 0. 0. ] [0.07306191 0.97597103 1. ... 0. 0. 0. ] [0.08951478 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:31:34.183489: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2334.9026 - mean_squared_error: 2334.9026
2022-12-09 11:31:40.514379: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2334.9026 - mean_squared_error: 2334.9026 - val_loss: 754.7599 - val_mean_squared_error: 754.7599 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 91.1359 - mean_squared_error: 91.1359 - val_loss: 748.7007 - val_mean_squared_error: 748.7007 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 57.5047 - mean_squared_error: 57.5047 - val_loss: 1703.5121 - val_mean_squared_error: 1703.5121 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 46.9542 - mean_squared_error: 46.9542 - val_loss: 2305.5884 - val_mean_squared_error: 2305.5884 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1486 - mean_squared_error: 42.1486 - val_loss: 2463.8831 - val_mean_squared_error: 2463.8831 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 42.3447 - mean_squared_error: 42.3447 - val_loss: 2622.5911 - val_mean_squared_error: 2622.5911 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 52.8758 - mean_squared_error: 52.8758 - val_loss: 2557.1873 - val_mean_squared_error: 2557.1873 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0855 - mean_squared_error: 47.0855 - val_loss: 2434.1550 - val_mean_squared_error: 2434.1550 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 46.6499 - mean_squared_error: 46.6499 - val_loss: 2447.6321 - val_mean_squared_error: 2447.6321 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 40.7882 - mean_squared_error: 40.7882 - val_loss: 2482.0659 - val_mean_squared_error: 2482.0659 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.0000 - mean_squared_error: 42.0000 - val_loss: 2418.3867 - val_mean_squared_error: 2418.3867 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0229 - mean_squared_error: 45.0229 - val_loss: 2541.1084 - val_mean_squared_error: 2541.1084 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 43.8260 - mean_squared_error: 43.8260 - val_loss: 2353.7568 - val_mean_squared_error: 2353.7568 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0881 - mean_squared_error: 41.0881 - val_loss: 2410.1580 - val_mean_squared_error: 2410.1580 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 49.6163 - mean_squared_error: 49.6163 - val_loss: 2306.4004 - val_mean_squared_error: 2306.4004 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0589 - mean_squared_error: 45.0589 - val_loss: 2431.7139 - val_mean_squared_error: 2431.7139 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4302 - mean_squared_error: 42.4302 - val_loss: 2327.7236 - val_mean_squared_error: 2327.7236 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8225 - mean_squared_error: 37.8225 - val_loss: 2312.1543 - val_mean_squared_error: 2312.1543 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7119 - mean_squared_error: 38.7119 - val_loss: 2350.9199 - val_mean_squared_error: 2350.9199 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3379 - mean_squared_error: 44.3379 - val_loss: 2238.9014 - val_mean_squared_error: 2238.9014 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5977 - mean_squared_error: 36.5977 - val_loss: 2267.4407 - val_mean_squared_error: 2267.4407 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6017 - mean_squared_error: 43.6017 - val_loss: 2188.6433 - val_mean_squared_error: 2188.6433 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 42.1623 - mean_squared_error: 42.1623 - val_loss: 2214.6689 - val_mean_squared_error: 2214.6689 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0534 - mean_squared_error: 45.0534 - val_loss: 2196.1326 - val_mean_squared_error: 2196.1326 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1395 - mean_squared_error: 39.1395 - val_loss: 2136.5269 - val_mean_squared_error: 2136.5269
2022-12-09 11:31:59.263673: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:31:59.942556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.1282 - mean_squared_error: 2380.1282
2022-12-09 11:32:05.261970: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2380.1282 - mean_squared_error: 2380.1282 - val_loss: 697.6869 - val_mean_squared_error: 697.6869 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 112.4145 - mean_squared_error: 112.4145 - val_loss: 936.2437 - val_mean_squared_error: 936.2437 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 75.5719 - mean_squared_error: 75.5719 - val_loss: 1997.5205 - val_mean_squared_error: 1997.5205 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 60.1790 - mean_squared_error: 60.1790 - val_loss: 2602.3096 - val_mean_squared_error: 2602.3096 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 52.2277 - mean_squared_error: 52.2277 - val_loss: 2740.2407 - val_mean_squared_error: 2740.2407 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8954 - mean_squared_error: 44.8954 - val_loss: 2832.7883 - val_mean_squared_error: 2832.7883 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 44.8568 - mean_squared_error: 44.8568 - val_loss: 2815.3704 - val_mean_squared_error: 2815.3704 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 37.5263 - mean_squared_error: 37.5263 - val_loss: 2763.7566 - val_mean_squared_error: 2763.7566 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9273 - mean_squared_error: 41.9273 - val_loss: 2768.3137 - val_mean_squared_error: 2768.3137 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 42.0532 - mean_squared_error: 42.0532 - val_loss: 2716.0029 - val_mean_squared_error: 2716.0029 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 37.0663 - mean_squared_error: 37.0663 - val_loss: 2698.1152 - val_mean_squared_error: 2698.1152 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9771 - mean_squared_error: 37.9771 - val_loss: 2662.9441 - val_mean_squared_error: 2662.9441 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 39.6869 - mean_squared_error: 39.6869 - val_loss: 2642.0132 - val_mean_squared_error: 2642.0132 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5453 - mean_squared_error: 35.5453 - val_loss: 2660.6853 - val_mean_squared_error: 2660.6853 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9435 - mean_squared_error: 40.9435 - val_loss: 2602.1611 - val_mean_squared_error: 2602.1611 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 33.5777 - mean_squared_error: 33.5777 - val_loss: 2618.0901 - val_mean_squared_error: 2618.0901 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4095 - mean_squared_error: 45.4095 - val_loss: 2650.8318 - val_mean_squared_error: 2650.8318 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7028 - mean_squared_error: 38.7028 - val_loss: 2564.6091 - val_mean_squared_error: 2564.6091 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3252 - mean_squared_error: 36.3252 - val_loss: 2589.5330 - val_mean_squared_error: 2589.5330 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 32.6475 - mean_squared_error: 32.6475 - val_loss: 2522.5198 - val_mean_squared_error: 2522.5198 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 32.9606 - mean_squared_error: 32.9606 - val_loss: 2482.2185 - val_mean_squared_error: 2482.2185 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1038 - mean_squared_error: 38.1038 - val_loss: 2569.9927 - val_mean_squared_error: 2569.9927 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6066 - mean_squared_error: 38.6066 - val_loss: 2443.4502 - val_mean_squared_error: 2443.4502 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2250 - mean_squared_error: 43.2250 - val_loss: 2447.6658 - val_mean_squared_error: 2447.6658 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1802 - mean_squared_error: 38.1802 - val_loss: 2421.8320 - val_mean_squared_error: 2421.8320
2022-12-09 11:32:23.854450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.000495577398754771 Generation: 12 [[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:32:24.524443: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2303.3232 - mean_squared_error: 2303.3232
2022-12-09 11:32:29.534155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2303.3232 - mean_squared_error: 2303.3232 - val_loss: 814.5408 - val_mean_squared_error: 814.5408 Epoch 2/25 81/81 [==============================] - 1s 18ms/step - loss: 116.0685 - mean_squared_error: 116.0685 - val_loss: 1115.3933 - val_mean_squared_error: 1115.3933 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 67.3269 - mean_squared_error: 67.3269 - val_loss: 1865.0719 - val_mean_squared_error: 1865.0719 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 50.8635 - mean_squared_error: 50.8635 - val_loss: 2271.3538 - val_mean_squared_error: 2271.3538 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 51.4441 - mean_squared_error: 51.4441 - val_loss: 2586.1011 - val_mean_squared_error: 2586.1011 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 47.1349 - mean_squared_error: 47.1349 - val_loss: 2637.0474 - val_mean_squared_error: 2637.0474 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 50.7658 - mean_squared_error: 50.7658 - val_loss: 2698.8479 - val_mean_squared_error: 2698.8479 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2133 - mean_squared_error: 46.2133 - val_loss: 2756.3650 - val_mean_squared_error: 2756.3650 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7946 - mean_squared_error: 46.7946 - val_loss: 2704.9851 - val_mean_squared_error: 2704.9851 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 56.2583 - mean_squared_error: 56.2583 - val_loss: 2628.3030 - val_mean_squared_error: 2628.3030 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 38.8630 - mean_squared_error: 38.8630 - val_loss: 2674.4695 - val_mean_squared_error: 2674.4695 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4939 - mean_squared_error: 39.4939 - val_loss: 2590.3384 - val_mean_squared_error: 2590.3384 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 44.7747 - mean_squared_error: 44.7747 - val_loss: 2513.4958 - val_mean_squared_error: 2513.4958 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2941 - mean_squared_error: 43.2941 - val_loss: 2600.4172 - val_mean_squared_error: 2600.4172 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7241 - mean_squared_error: 46.7241 - val_loss: 2417.6777 - val_mean_squared_error: 2417.6777 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1150 - mean_squared_error: 38.1150 - val_loss: 2507.3279 - val_mean_squared_error: 2507.3279 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2803 - mean_squared_error: 39.2803 - val_loss: 2546.6997 - val_mean_squared_error: 2546.6997 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 48.7123 - mean_squared_error: 48.7123 - val_loss: 2397.7866 - val_mean_squared_error: 2397.7866 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7637 - mean_squared_error: 47.7637 - val_loss: 2360.6384 - val_mean_squared_error: 2360.6384 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6535 - mean_squared_error: 40.6535 - val_loss: 2432.9854 - val_mean_squared_error: 2432.9854 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1576 - mean_squared_error: 42.1576 - val_loss: 2492.3740 - val_mean_squared_error: 2492.3740 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8972 - mean_squared_error: 40.8972 - val_loss: 2268.8508 - val_mean_squared_error: 2268.8508 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7761 - mean_squared_error: 46.7761 - val_loss: 2406.6768 - val_mean_squared_error: 2406.6768 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5975 - mean_squared_error: 38.5975 - val_loss: 2444.6956 - val_mean_squared_error: 2444.6956 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8445 - mean_squared_error: 35.8445 - val_loss: 2348.1321 - val_mean_squared_error: 2348.1321
2022-12-09 11:32:48.300269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:32:48.901000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2368.9153 - mean_squared_error: 2368.9153
2022-12-09 11:32:54.365341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2368.9153 - mean_squared_error: 2368.9153 - val_loss: 858.8193 - val_mean_squared_error: 858.8193 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 110.1913 - mean_squared_error: 110.1913 - val_loss: 1123.4049 - val_mean_squared_error: 1123.4049 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 57.7847 - mean_squared_error: 57.7847 - val_loss: 1936.3822 - val_mean_squared_error: 1936.3822 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6202 - mean_squared_error: 48.6202 - val_loss: 2519.4626 - val_mean_squared_error: 2519.4626 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 49.8680 - mean_squared_error: 49.8680 - val_loss: 2663.3132 - val_mean_squared_error: 2663.3132 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 44.3748 - mean_squared_error: 44.3748 - val_loss: 2723.3218 - val_mean_squared_error: 2723.3218 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 43.7411 - mean_squared_error: 43.7411 - val_loss: 2697.5261 - val_mean_squared_error: 2697.5261 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1885 - mean_squared_error: 41.1885 - val_loss: 2737.5959 - val_mean_squared_error: 2737.5959 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.5866 - mean_squared_error: 46.5866 - val_loss: 2737.2419 - val_mean_squared_error: 2737.2419 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 42.1871 - mean_squared_error: 42.1871 - val_loss: 2659.7578 - val_mean_squared_error: 2659.7578 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 40.2101 - mean_squared_error: 40.2101 - val_loss: 2665.5186 - val_mean_squared_error: 2665.5186 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 55.8560 - mean_squared_error: 55.8560 - val_loss: 2510.4216 - val_mean_squared_error: 2510.4216 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7189 - mean_squared_error: 37.7189 - val_loss: 2658.5571 - val_mean_squared_error: 2658.5571 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5887 - mean_squared_error: 37.5887 - val_loss: 2547.2156 - val_mean_squared_error: 2547.2156 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8491 - mean_squared_error: 41.8491 - val_loss: 2704.2192 - val_mean_squared_error: 2704.2192 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1199 - mean_squared_error: 39.1199 - val_loss: 2644.5054 - val_mean_squared_error: 2644.5054 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2171 - mean_squared_error: 41.2171 - val_loss: 2535.7029 - val_mean_squared_error: 2535.7029 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1205 - mean_squared_error: 46.1205 - val_loss: 2497.5359 - val_mean_squared_error: 2497.5359 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8829 - mean_squared_error: 36.8829 - val_loss: 2579.9363 - val_mean_squared_error: 2579.9363 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9610 - mean_squared_error: 41.9610 - val_loss: 2545.8408 - val_mean_squared_error: 2545.8408 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 35.5870 - mean_squared_error: 35.5870 - val_loss: 2369.9290 - val_mean_squared_error: 2369.9290 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8938 - mean_squared_error: 39.8938 - val_loss: 2592.6946 - val_mean_squared_error: 2592.6946 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3932 - mean_squared_error: 42.3932 - val_loss: 2482.8274 - val_mean_squared_error: 2482.8274 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3857 - mean_squared_error: 39.3857 - val_loss: 2273.4739 - val_mean_squared_error: 2273.4739 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5561 - mean_squared_error: 40.5561 - val_loss: 2540.3528 - val_mean_squared_error: 2540.3528
2022-12-09 11:33:12.861504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.12548801 0.82922519 0.76015828 ... 0. 0. 0. ] [0.15281651 0.83747884 0.74335148 ... 0. 0. 0. ] [0.18600112 0.82658241 0.72532678 ... 0. 0. 0. ] ... [0.07933631 0.96241146 0.99414683 ... 0. 0. 0. ] [0.07306191 0.97597103 1. ... 0. 0. 0. ] [0.08951478 0.97139181 0.99523183 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:33:13.475315: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2357.4575 - mean_squared_error: 2357.4575
2022-12-09 11:33:18.895956: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2357.4575 - mean_squared_error: 2357.4575 - val_loss: 564.8382 - val_mean_squared_error: 564.8382 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 79.5069 - mean_squared_error: 79.5069 - val_loss: 953.5555 - val_mean_squared_error: 953.5555 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 57.8978 - mean_squared_error: 57.8978 - val_loss: 2116.4138 - val_mean_squared_error: 2116.4138 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 46.1195 - mean_squared_error: 46.1195 - val_loss: 2667.7610 - val_mean_squared_error: 2667.7610 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 54.3899 - mean_squared_error: 54.3899 - val_loss: 2744.1848 - val_mean_squared_error: 2744.1848 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 52.4446 - mean_squared_error: 52.4446 - val_loss: 2739.5332 - val_mean_squared_error: 2739.5332 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0389 - mean_squared_error: 44.0389 - val_loss: 2776.2507 - val_mean_squared_error: 2776.2507 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4985 - mean_squared_error: 44.4985 - val_loss: 2773.9194 - val_mean_squared_error: 2773.9194 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6767 - mean_squared_error: 39.6767 - val_loss: 2784.3115 - val_mean_squared_error: 2784.3115 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7987 - mean_squared_error: 45.7987 - val_loss: 2727.8872 - val_mean_squared_error: 2727.8872 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 39.0593 - mean_squared_error: 39.0593 - val_loss: 2723.0696 - val_mean_squared_error: 2723.0696 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 45.2648 - mean_squared_error: 45.2648 - val_loss: 2727.9521 - val_mean_squared_error: 2727.9521 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 51.1371 - mean_squared_error: 51.1371 - val_loss: 2748.8259 - val_mean_squared_error: 2748.8259 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3153 - mean_squared_error: 40.3153 - val_loss: 2673.9277 - val_mean_squared_error: 2673.9277 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4815 - mean_squared_error: 41.4815 - val_loss: 2692.3696 - val_mean_squared_error: 2692.3696 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8197 - mean_squared_error: 42.8197 - val_loss: 2671.2378 - val_mean_squared_error: 2671.2378 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0088 - mean_squared_error: 43.0088 - val_loss: 2628.2847 - val_mean_squared_error: 2628.2844 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9262 - mean_squared_error: 36.9262 - val_loss: 2624.3237 - val_mean_squared_error: 2624.3237 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7904 - mean_squared_error: 41.7904 - val_loss: 2647.6602 - val_mean_squared_error: 2647.6602 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9038 - mean_squared_error: 43.9038 - val_loss: 2638.0901 - val_mean_squared_error: 2638.0901 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1107 - mean_squared_error: 40.1107 - val_loss: 2609.6851 - val_mean_squared_error: 2609.6851 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0704 - mean_squared_error: 37.0704 - val_loss: 2585.2773 - val_mean_squared_error: 2585.2773 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 44.3800 - mean_squared_error: 44.3800 - val_loss: 2642.8091 - val_mean_squared_error: 2642.8091 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4253 - mean_squared_error: 39.4253 - val_loss: 2569.0002 - val_mean_squared_error: 2569.0002 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 49.3148 - mean_squared_error: 49.3148 - val_loss: 2616.4331 - val_mean_squared_error: 2616.4331
2022-12-09 11:33:37.198187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:33:37.778951: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2354.3657 - mean_squared_error: 2354.3657
2022-12-09 11:33:43.197808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2354.3657 - mean_squared_error: 2354.3657 - val_loss: 794.6311 - val_mean_squared_error: 794.6311 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 92.5071 - mean_squared_error: 92.5071 - val_loss: 1307.2843 - val_mean_squared_error: 1307.2843 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 66.8742 - mean_squared_error: 66.8742 - val_loss: 2242.9319 - val_mean_squared_error: 2242.9319 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 50.4632 - mean_squared_error: 50.4632 - val_loss: 2711.1831 - val_mean_squared_error: 2711.1831 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 46.9062 - mean_squared_error: 46.9062 - val_loss: 2786.0134 - val_mean_squared_error: 2786.0134 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 40.0846 - mean_squared_error: 40.0846 - val_loss: 2849.4722 - val_mean_squared_error: 2849.4719 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 44.3065 - mean_squared_error: 44.3065 - val_loss: 2871.2742 - val_mean_squared_error: 2871.2742 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 34.9267 - mean_squared_error: 34.9267 - val_loss: 2866.1409 - val_mean_squared_error: 2866.1409 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2962 - mean_squared_error: 40.2962 - val_loss: 2805.5413 - val_mean_squared_error: 2805.5413 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 39.0242 - mean_squared_error: 39.0242 - val_loss: 2847.4216 - val_mean_squared_error: 2847.4216 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4907 - mean_squared_error: 39.4907 - val_loss: 2814.4993 - val_mean_squared_error: 2814.4993 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 47.6706 - mean_squared_error: 47.6706 - val_loss: 2714.9819 - val_mean_squared_error: 2714.9819 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4734 - mean_squared_error: 46.4734 - val_loss: 2694.8484 - val_mean_squared_error: 2694.8484 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2931 - mean_squared_error: 43.2931 - val_loss: 2696.1313 - val_mean_squared_error: 2696.1311 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 36.2373 - mean_squared_error: 36.2373 - val_loss: 2694.4209 - val_mean_squared_error: 2694.4209 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5038 - mean_squared_error: 39.5038 - val_loss: 2702.8501 - val_mean_squared_error: 2702.8501 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 32.8244 - mean_squared_error: 32.8244 - val_loss: 2700.0706 - val_mean_squared_error: 2700.0706 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4880 - mean_squared_error: 40.4880 - val_loss: 2638.3730 - val_mean_squared_error: 2638.3730 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5791 - mean_squared_error: 42.5791 - val_loss: 2639.7219 - val_mean_squared_error: 2639.7219 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0823 - mean_squared_error: 39.0823 - val_loss: 2693.9353 - val_mean_squared_error: 2693.9353 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 33.8633 - mean_squared_error: 33.8633 - val_loss: 2641.4207 - val_mean_squared_error: 2641.4207 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2626 - mean_squared_error: 37.2626 - val_loss: 2572.9045 - val_mean_squared_error: 2572.9045 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 38.9794 - mean_squared_error: 38.9794 - val_loss: 2462.8110 - val_mean_squared_error: 2462.8110 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 37.2661 - mean_squared_error: 37.2661 - val_loss: 2527.5447 - val_mean_squared_error: 2527.5444 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4989 - mean_squared_error: 36.4989 - val_loss: 2526.3694 - val_mean_squared_error: 2526.3694
2022-12-09 11:34:01.689996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:34:02.272804: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2413.8398 - mean_squared_error: 2413.8398
2022-12-09 11:34:07.734695: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2413.8398 - mean_squared_error: 2413.8398 - val_loss: 1155.0280 - val_mean_squared_error: 1155.0280 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 134.3835 - mean_squared_error: 134.3835 - val_loss: 1206.1838 - val_mean_squared_error: 1206.1838 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 60.1501 - mean_squared_error: 60.1501 - val_loss: 1665.0753 - val_mean_squared_error: 1665.0753 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 56.1333 - mean_squared_error: 56.1333 - val_loss: 2108.9644 - val_mean_squared_error: 2108.9644 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 46.5799 - mean_squared_error: 46.5799 - val_loss: 2517.2085 - val_mean_squared_error: 2517.2085 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 53.0932 - mean_squared_error: 53.0932 - val_loss: 2666.9426 - val_mean_squared_error: 2666.9426 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5706 - mean_squared_error: 43.5706 - val_loss: 2698.9199 - val_mean_squared_error: 2698.9199 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 43.4598 - mean_squared_error: 43.4598 - val_loss: 2568.6902 - val_mean_squared_error: 2568.6902 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5068 - mean_squared_error: 39.5068 - val_loss: 2550.9988 - val_mean_squared_error: 2550.9988 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 44.9469 - mean_squared_error: 44.9469 - val_loss: 2541.2449 - val_mean_squared_error: 2541.2449 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 40.7643 - mean_squared_error: 40.7643 - val_loss: 2566.5166 - val_mean_squared_error: 2566.5166 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9332 - mean_squared_error: 42.9332 - val_loss: 2447.3098 - val_mean_squared_error: 2447.3098 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6210 - mean_squared_error: 44.6210 - val_loss: 2504.3987 - val_mean_squared_error: 2504.3987 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 42.3954 - mean_squared_error: 42.3954 - val_loss: 2472.8704 - val_mean_squared_error: 2472.8704 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5313 - mean_squared_error: 45.5313 - val_loss: 2443.0237 - val_mean_squared_error: 2443.0237 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7055 - mean_squared_error: 46.7055 - val_loss: 2374.6917 - val_mean_squared_error: 2374.6917 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5380 - mean_squared_error: 40.5380 - val_loss: 2383.0823 - val_mean_squared_error: 2383.0823 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7560 - mean_squared_error: 40.7560 - val_loss: 2267.3547 - val_mean_squared_error: 2267.3547 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7117 - mean_squared_error: 39.7117 - val_loss: 2208.2573 - val_mean_squared_error: 2208.2573 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2788 - mean_squared_error: 34.2788 - val_loss: 2246.1328 - val_mean_squared_error: 2246.1328 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6216 - mean_squared_error: 38.6216 - val_loss: 2268.1265 - val_mean_squared_error: 2268.1265 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8435 - mean_squared_error: 36.8435 - val_loss: 2114.6248 - val_mean_squared_error: 2114.6248 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3179 - mean_squared_error: 39.3179 - val_loss: 2257.0017 - val_mean_squared_error: 2257.0017 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7143 - mean_squared_error: 41.7143 - val_loss: 2259.3828 - val_mean_squared_error: 2259.3828 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9035 - mean_squared_error: 38.9035 - val_loss: 2015.0291 - val_mean_squared_error: 2015.0291
2022-12-09 11:34:26.280004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0004921473575035014 Generation: 13 [[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:34:26.948019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2312.8345 - mean_squared_error: 2312.8345
2022-12-09 11:34:32.423783: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2312.8345 - mean_squared_error: 2312.8345 - val_loss: 932.9448 - val_mean_squared_error: 932.9448 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 113.9908 - mean_squared_error: 113.9908 - val_loss: 1037.9995 - val_mean_squared_error: 1037.9995 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 63.3180 - mean_squared_error: 63.3180 - val_loss: 1867.1407 - val_mean_squared_error: 1867.1407 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 57.8718 - mean_squared_error: 57.8718 - val_loss: 2436.6719 - val_mean_squared_error: 2436.6719 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 54.8630 - mean_squared_error: 54.8630 - val_loss: 2591.7656 - val_mean_squared_error: 2591.7656 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2279 - mean_squared_error: 41.2279 - val_loss: 2601.6099 - val_mean_squared_error: 2601.6099 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0923 - mean_squared_error: 47.0923 - val_loss: 2571.7595 - val_mean_squared_error: 2571.7595 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 42.8570 - mean_squared_error: 42.8570 - val_loss: 2492.8103 - val_mean_squared_error: 2492.8103 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5518 - mean_squared_error: 39.5518 - val_loss: 2469.3647 - val_mean_squared_error: 2469.3647 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 40.5317 - mean_squared_error: 40.5317 - val_loss: 2623.0952 - val_mean_squared_error: 2623.0952 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.4364 - mean_squared_error: 42.4364 - val_loss: 2486.1362 - val_mean_squared_error: 2486.1362 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.4068 - mean_squared_error: 42.4068 - val_loss: 2472.3840 - val_mean_squared_error: 2472.3840 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4427 - mean_squared_error: 38.4427 - val_loss: 2318.1028 - val_mean_squared_error: 2318.1028 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8269 - mean_squared_error: 43.8269 - val_loss: 2317.2725 - val_mean_squared_error: 2317.2725 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4912 - mean_squared_error: 44.4912 - val_loss: 2410.5171 - val_mean_squared_error: 2410.5171 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3372 - mean_squared_error: 38.3372 - val_loss: 2406.2617 - val_mean_squared_error: 2406.2617 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 50.3863 - mean_squared_error: 50.3863 - val_loss: 2324.2468 - val_mean_squared_error: 2324.2468 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1245 - mean_squared_error: 46.1245 - val_loss: 2294.3696 - val_mean_squared_error: 2294.3696 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0922 - mean_squared_error: 47.0922 - val_loss: 2015.7699 - val_mean_squared_error: 2015.7699 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4565 - mean_squared_error: 45.4565 - val_loss: 2135.8867 - val_mean_squared_error: 2135.8867 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0248 - mean_squared_error: 39.0248 - val_loss: 2116.4453 - val_mean_squared_error: 2116.4453 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1616 - mean_squared_error: 45.1616 - val_loss: 2192.5505 - val_mean_squared_error: 2192.5505 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5634 - mean_squared_error: 37.5634 - val_loss: 2086.9443 - val_mean_squared_error: 2086.9443 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4662 - mean_squared_error: 37.4662 - val_loss: 2113.9749 - val_mean_squared_error: 2113.9749 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8220 - mean_squared_error: 36.8220 - val_loss: 2182.9883 - val_mean_squared_error: 2182.9883
2022-12-09 11:34:50.914234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:34:51.504809: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.3821 - mean_squared_error: 2395.3821
2022-12-09 11:34:57.008273: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2395.3821 - mean_squared_error: 2395.3821 - val_loss: 978.6691 - val_mean_squared_error: 978.6691 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 112.9164 - mean_squared_error: 112.9164 - val_loss: 1079.4679 - val_mean_squared_error: 1079.4679 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 60.0024 - mean_squared_error: 60.0024 - val_loss: 1825.0531 - val_mean_squared_error: 1825.0531 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 53.9571 - mean_squared_error: 53.9571 - val_loss: 2275.7939 - val_mean_squared_error: 2275.7939 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 52.3345 - mean_squared_error: 52.3345 - val_loss: 2286.7212 - val_mean_squared_error: 2286.7212 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 46.1123 - mean_squared_error: 46.1123 - val_loss: 2338.6973 - val_mean_squared_error: 2338.6970 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 43.1882 - mean_squared_error: 43.1882 - val_loss: 2317.6011 - val_mean_squared_error: 2317.6011 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.4684 - mean_squared_error: 46.4684 - val_loss: 2188.2056 - val_mean_squared_error: 2188.2056 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 39.5203 - mean_squared_error: 39.5203 - val_loss: 1885.7036 - val_mean_squared_error: 1885.7036 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2558 - mean_squared_error: 43.2558 - val_loss: 1988.9409 - val_mean_squared_error: 1988.9409 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 36.7395 - mean_squared_error: 36.7395 - val_loss: 1947.9954 - val_mean_squared_error: 1947.9954 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4065 - mean_squared_error: 37.4065 - val_loss: 2063.9116 - val_mean_squared_error: 2063.9116 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5029 - mean_squared_error: 39.5029 - val_loss: 1835.6400 - val_mean_squared_error: 1835.6400 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1345 - mean_squared_error: 44.1345 - val_loss: 1907.5546 - val_mean_squared_error: 1907.5546 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 41.7883 - mean_squared_error: 41.7883 - val_loss: 1748.6562 - val_mean_squared_error: 1748.6562 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6277 - mean_squared_error: 44.6277 - val_loss: 1798.5409 - val_mean_squared_error: 1798.5409 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7418 - mean_squared_error: 47.7418 - val_loss: 1613.8684 - val_mean_squared_error: 1613.8684 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5072 - mean_squared_error: 44.5072 - val_loss: 1871.1317 - val_mean_squared_error: 1871.1317 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4785 - mean_squared_error: 43.4785 - val_loss: 1536.1642 - val_mean_squared_error: 1536.1642 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1083 - mean_squared_error: 45.1083 - val_loss: 1478.2151 - val_mean_squared_error: 1478.2151 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6870 - mean_squared_error: 38.6870 - val_loss: 1533.5291 - val_mean_squared_error: 1533.5289 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0289 - mean_squared_error: 46.0289 - val_loss: 1501.9510 - val_mean_squared_error: 1501.9510 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 47.4399 - mean_squared_error: 47.4399 - val_loss: 1417.3494 - val_mean_squared_error: 1417.3494 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3333 - mean_squared_error: 41.3333 - val_loss: 1492.2507 - val_mean_squared_error: 1492.2507 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7417 - mean_squared_error: 40.7417 - val_loss: 1407.8318 - val_mean_squared_error: 1407.8318
2022-12-09 11:35:15.529359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:35:16.118523: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2372.3625 - mean_squared_error: 2372.3625
2022-12-09 11:35:21.601788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2372.3625 - mean_squared_error: 2372.3625 - val_loss: 1025.7393 - val_mean_squared_error: 1025.7393 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 109.9860 - mean_squared_error: 109.9860 - val_loss: 1205.2671 - val_mean_squared_error: 1205.2671 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 65.4031 - mean_squared_error: 65.4031 - val_loss: 2214.1685 - val_mean_squared_error: 2214.1685 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 58.6029 - mean_squared_error: 58.6029 - val_loss: 2619.2668 - val_mean_squared_error: 2619.2668 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 47.0065 - mean_squared_error: 47.0065 - val_loss: 2638.7241 - val_mean_squared_error: 2638.7241 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8234 - mean_squared_error: 46.8234 - val_loss: 2544.1316 - val_mean_squared_error: 2544.1316 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9949 - mean_squared_error: 40.9949 - val_loss: 2538.0300 - val_mean_squared_error: 2538.0300 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 44.0414 - mean_squared_error: 44.0414 - val_loss: 2327.1199 - val_mean_squared_error: 2327.1199 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0923 - mean_squared_error: 42.0923 - val_loss: 2386.8923 - val_mean_squared_error: 2386.8923 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3659 - mean_squared_error: 35.3659 - val_loss: 2308.9851 - val_mean_squared_error: 2308.9851 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 35.8279 - mean_squared_error: 35.8279 - val_loss: 2334.2549 - val_mean_squared_error: 2334.2549 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 42.5557 - mean_squared_error: 42.5557 - val_loss: 2099.6206 - val_mean_squared_error: 2099.6206 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9611 - mean_squared_error: 40.9611 - val_loss: 2255.9534 - val_mean_squared_error: 2255.9534 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5382 - mean_squared_error: 43.5382 - val_loss: 1916.9178 - val_mean_squared_error: 1916.9178 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7874 - mean_squared_error: 40.7874 - val_loss: 2136.8047 - val_mean_squared_error: 2136.8047 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 36.7641 - mean_squared_error: 36.7641 - val_loss: 2047.6003 - val_mean_squared_error: 2047.6003 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0943 - mean_squared_error: 36.0943 - val_loss: 1982.7285 - val_mean_squared_error: 1982.7285 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6143 - mean_squared_error: 39.6143 - val_loss: 1962.6964 - val_mean_squared_error: 1962.6964 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 33.4862 - mean_squared_error: 33.4862 - val_loss: 1732.9119 - val_mean_squared_error: 1732.9119 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 36.5406 - mean_squared_error: 36.5406 - val_loss: 1828.6589 - val_mean_squared_error: 1828.6589 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3092 - mean_squared_error: 36.3092 - val_loss: 1840.2334 - val_mean_squared_error: 1840.2334 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 32.0528 - mean_squared_error: 32.0528 - val_loss: 1689.2756 - val_mean_squared_error: 1689.2756 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2161 - mean_squared_error: 44.2161 - val_loss: 1668.0425 - val_mean_squared_error: 1668.0424 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 33.7681 - mean_squared_error: 33.7681 - val_loss: 1751.4108 - val_mean_squared_error: 1751.4108 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1944 - mean_squared_error: 41.1944 - val_loss: 1681.2784 - val_mean_squared_error: 1681.2784
2022-12-09 11:35:40.088115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:35:40.685689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.0283 - mean_squared_error: 2380.0283
2022-12-09 11:35:46.208625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2380.0283 - mean_squared_error: 2380.0283 - val_loss: 1029.0941 - val_mean_squared_error: 1029.0941 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 130.4401 - mean_squared_error: 130.4401 - val_loss: 1352.2860 - val_mean_squared_error: 1352.2860 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 63.4579 - mean_squared_error: 63.4579 - val_loss: 1942.0083 - val_mean_squared_error: 1942.0083 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 52.0717 - mean_squared_error: 52.0717 - val_loss: 2511.1951 - val_mean_squared_error: 2511.1951 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 50.7216 - mean_squared_error: 50.7216 - val_loss: 2679.3772 - val_mean_squared_error: 2679.3772 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8148 - mean_squared_error: 46.8148 - val_loss: 2740.1287 - val_mean_squared_error: 2740.1284 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6295 - mean_squared_error: 46.6295 - val_loss: 2787.8354 - val_mean_squared_error: 2787.8354 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8855 - mean_squared_error: 46.8855 - val_loss: 2764.8230 - val_mean_squared_error: 2764.8230 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1349 - mean_squared_error: 41.1349 - val_loss: 2708.4766 - val_mean_squared_error: 2708.4766 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2723 - mean_squared_error: 42.2723 - val_loss: 2641.3003 - val_mean_squared_error: 2641.3003 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0095 - mean_squared_error: 42.0095 - val_loss: 2702.1003 - val_mean_squared_error: 2702.1001 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 45.4964 - mean_squared_error: 45.4964 - val_loss: 2566.3091 - val_mean_squared_error: 2566.3091 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 44.3538 - mean_squared_error: 44.3538 - val_loss: 2686.1580 - val_mean_squared_error: 2686.1580 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6483 - mean_squared_error: 41.6483 - val_loss: 2640.3916 - val_mean_squared_error: 2640.3916 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6724 - mean_squared_error: 38.6724 - val_loss: 2643.9497 - val_mean_squared_error: 2643.9497 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0566 - mean_squared_error: 42.0566 - val_loss: 2632.6587 - val_mean_squared_error: 2632.6587 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 37.0230 - mean_squared_error: 37.0230 - val_loss: 2625.4958 - val_mean_squared_error: 2625.4958 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3924 - mean_squared_error: 39.3924 - val_loss: 2563.1594 - val_mean_squared_error: 2563.1594 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0437 - mean_squared_error: 41.0437 - val_loss: 2494.7236 - val_mean_squared_error: 2494.7236 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 47.7289 - mean_squared_error: 47.7289 - val_loss: 2490.0208 - val_mean_squared_error: 2490.0208 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1715 - mean_squared_error: 40.1715 - val_loss: 2433.7571 - val_mean_squared_error: 2433.7571 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3109 - mean_squared_error: 42.3109 - val_loss: 2538.8613 - val_mean_squared_error: 2538.8613 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9316 - mean_squared_error: 39.9316 - val_loss: 2577.8425 - val_mean_squared_error: 2577.8425 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 36.8156 - mean_squared_error: 36.8156 - val_loss: 2249.9163 - val_mean_squared_error: 2249.9163 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 34.5289 - mean_squared_error: 34.5289 - val_loss: 2411.5847 - val_mean_squared_error: 2411.5845
2022-12-09 11:36:04.844441: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:36:05.560574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2374.2556 - mean_squared_error: 2374.2556
2022-12-09 11:36:11.291823: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2374.2556 - mean_squared_error: 2374.2556 - val_loss: 908.0406 - val_mean_squared_error: 908.0406 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 107.7462 - mean_squared_error: 107.7462 - val_loss: 1420.2394 - val_mean_squared_error: 1420.2394 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 59.1215 - mean_squared_error: 59.1215 - val_loss: 2006.8365 - val_mean_squared_error: 2006.8365 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 47.8597 - mean_squared_error: 47.8597 - val_loss: 2295.6965 - val_mean_squared_error: 2295.6965 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 45.5407 - mean_squared_error: 45.5407 - val_loss: 2207.7441 - val_mean_squared_error: 2207.7441 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 50.6422 - mean_squared_error: 50.6422 - val_loss: 2057.7466 - val_mean_squared_error: 2057.7466 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 41.7867 - mean_squared_error: 41.7867 - val_loss: 1826.8979 - val_mean_squared_error: 1826.8979 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 51.9728 - mean_squared_error: 51.9728 - val_loss: 1675.2534 - val_mean_squared_error: 1675.2533 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0218 - mean_squared_error: 43.0218 - val_loss: 1562.2001 - val_mean_squared_error: 1562.2001 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 39.9401 - mean_squared_error: 39.9401 - val_loss: 1438.0149 - val_mean_squared_error: 1438.0149 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 38.1214 - mean_squared_error: 38.1214 - val_loss: 1325.0813 - val_mean_squared_error: 1325.0813 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8729 - mean_squared_error: 38.8729 - val_loss: 1347.2769 - val_mean_squared_error: 1347.2769 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9571 - mean_squared_error: 38.9571 - val_loss: 1107.0339 - val_mean_squared_error: 1107.0339 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6121 - mean_squared_error: 48.6121 - val_loss: 1318.4578 - val_mean_squared_error: 1318.4578 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 52.0815 - mean_squared_error: 52.0815 - val_loss: 1115.1204 - val_mean_squared_error: 1115.1204 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0372 - mean_squared_error: 38.0372 - val_loss: 1242.2983 - val_mean_squared_error: 1242.2983 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0224 - mean_squared_error: 38.0224 - val_loss: 1282.2173 - val_mean_squared_error: 1282.2173 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 49.8164 - mean_squared_error: 49.8164 - val_loss: 1238.0806 - val_mean_squared_error: 1238.0806 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4630 - mean_squared_error: 39.4630 - val_loss: 1064.8276 - val_mean_squared_error: 1064.8276 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3391 - mean_squared_error: 44.3391 - val_loss: 1136.0098 - val_mean_squared_error: 1136.0098 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 40.1689 - mean_squared_error: 40.1689 - val_loss: 1117.2117 - val_mean_squared_error: 1117.2117 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0842 - mean_squared_error: 45.0842 - val_loss: 915.8809 - val_mean_squared_error: 915.8809 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9491 - mean_squared_error: 45.9491 - val_loss: 985.3201 - val_mean_squared_error: 985.3201 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 53.0330 - mean_squared_error: 53.0330 - val_loss: 1071.9647 - val_mean_squared_error: 1071.9647 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 49.0046 - mean_squared_error: 49.0046 - val_loss: 1057.9672 - val_mean_squared_error: 1057.9672
2022-12-09 11:36:30.310407: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.000925453638261593 Generation: 14 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:36:30.903872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.9402 - mean_squared_error: 2419.9402
2022-12-09 11:36:35.764503: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2419.9402 - mean_squared_error: 2419.9402 - val_loss: 915.3401 - val_mean_squared_error: 915.3401 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 123.8138 - mean_squared_error: 123.8138 - val_loss: 1300.8198 - val_mean_squared_error: 1300.8197 Epoch 3/25 81/81 [==============================] - 1s 15ms/step - loss: 67.4822 - mean_squared_error: 67.4822 - val_loss: 1656.6707 - val_mean_squared_error: 1656.6707 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 57.4644 - mean_squared_error: 57.4644 - val_loss: 2152.9795 - val_mean_squared_error: 2152.9795 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 54.7566 - mean_squared_error: 54.7566 - val_loss: 2324.8491 - val_mean_squared_error: 2324.8491 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 47.7857 - mean_squared_error: 47.7857 - val_loss: 2232.6826 - val_mean_squared_error: 2232.6826 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2458 - mean_squared_error: 43.2458 - val_loss: 2127.4949 - val_mean_squared_error: 2127.4949 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 47.2102 - mean_squared_error: 47.2102 - val_loss: 2164.9937 - val_mean_squared_error: 2164.9937 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 48.1951 - mean_squared_error: 48.1951 - val_loss: 2152.3157 - val_mean_squared_error: 2152.3157 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.2187 - mean_squared_error: 43.2187 - val_loss: 1932.2744 - val_mean_squared_error: 1932.2744 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1435 - mean_squared_error: 38.1435 - val_loss: 2005.1357 - val_mean_squared_error: 2005.1357 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5789 - mean_squared_error: 45.5789 - val_loss: 1996.5227 - val_mean_squared_error: 1996.5227 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 48.4164 - mean_squared_error: 48.4164 - val_loss: 1817.3966 - val_mean_squared_error: 1817.3966 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8146 - mean_squared_error: 39.8146 - val_loss: 1740.1731 - val_mean_squared_error: 1740.1731 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2415 - mean_squared_error: 40.2415 - val_loss: 1756.9110 - val_mean_squared_error: 1756.9110 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1419 - mean_squared_error: 40.1419 - val_loss: 1607.0432 - val_mean_squared_error: 1607.0432 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8434 - mean_squared_error: 43.8434 - val_loss: 1528.9299 - val_mean_squared_error: 1528.9299 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3109 - mean_squared_error: 44.3109 - val_loss: 1478.3588 - val_mean_squared_error: 1478.3588 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9083 - mean_squared_error: 36.9083 - val_loss: 1704.5509 - val_mean_squared_error: 1704.5509 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0457 - mean_squared_error: 36.0457 - val_loss: 1686.3423 - val_mean_squared_error: 1686.3423 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7004 - mean_squared_error: 46.7004 - val_loss: 1496.5504 - val_mean_squared_error: 1496.5504 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4047 - mean_squared_error: 41.4047 - val_loss: 1351.7773 - val_mean_squared_error: 1351.7773 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1535 - mean_squared_error: 45.1535 - val_loss: 1451.6652 - val_mean_squared_error: 1451.6652 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9564 - mean_squared_error: 42.9564 - val_loss: 1283.5118 - val_mean_squared_error: 1283.5118 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 40.7758 - mean_squared_error: 40.7758 - val_loss: 1328.1755 - val_mean_squared_error: 1328.1755
2022-12-09 11:36:54.325842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:36:54.913526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2384.8411 - mean_squared_error: 2384.8411
2022-12-09 11:37:00.523246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2384.8411 - mean_squared_error: 2384.8411 - val_loss: 882.5919 - val_mean_squared_error: 882.5919 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 108.2953 - mean_squared_error: 108.2953 - val_loss: 1011.3942 - val_mean_squared_error: 1011.3942 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 55.6183 - mean_squared_error: 55.6183 - val_loss: 1963.4329 - val_mean_squared_error: 1963.4329 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 53.6606 - mean_squared_error: 53.6606 - val_loss: 2276.0806 - val_mean_squared_error: 2276.0806 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 50.7432 - mean_squared_error: 50.7432 - val_loss: 2558.0906 - val_mean_squared_error: 2558.0906 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 46.9120 - mean_squared_error: 46.9120 - val_loss: 2605.4656 - val_mean_squared_error: 2605.4656 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 46.0549 - mean_squared_error: 46.0549 - val_loss: 2614.6987 - val_mean_squared_error: 2614.6987 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3106 - mean_squared_error: 40.3106 - val_loss: 2572.4375 - val_mean_squared_error: 2572.4373 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 45.8965 - mean_squared_error: 45.8965 - val_loss: 2637.1128 - val_mean_squared_error: 2637.1128 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 50.3623 - mean_squared_error: 50.3623 - val_loss: 2519.9980 - val_mean_squared_error: 2519.9980 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5302 - mean_squared_error: 45.5302 - val_loss: 2656.7842 - val_mean_squared_error: 2656.7842 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1010 - mean_squared_error: 42.1010 - val_loss: 2553.5852 - val_mean_squared_error: 2553.5852 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 36.2229 - mean_squared_error: 36.2229 - val_loss: 2591.9407 - val_mean_squared_error: 2591.9407 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3206 - mean_squared_error: 41.3206 - val_loss: 2539.7993 - val_mean_squared_error: 2539.7993 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6197 - mean_squared_error: 46.6197 - val_loss: 2502.9363 - val_mean_squared_error: 2502.9363 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8091 - mean_squared_error: 45.8091 - val_loss: 2483.4685 - val_mean_squared_error: 2483.4685 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7037 - mean_squared_error: 43.7037 - val_loss: 2270.9319 - val_mean_squared_error: 2270.9319 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 53.7607 - mean_squared_error: 53.7607 - val_loss: 2465.0974 - val_mean_squared_error: 2465.0974 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2795 - mean_squared_error: 37.2795 - val_loss: 2418.2109 - val_mean_squared_error: 2418.2109 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 53.1583 - mean_squared_error: 53.1583 - val_loss: 2254.4883 - val_mean_squared_error: 2254.4883 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6939 - mean_squared_error: 45.6939 - val_loss: 2420.9155 - val_mean_squared_error: 2420.9155 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7672 - mean_squared_error: 41.7672 - val_loss: 2057.4968 - val_mean_squared_error: 2057.4968 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0103 - mean_squared_error: 39.0103 - val_loss: 2240.2905 - val_mean_squared_error: 2240.2905 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9702 - mean_squared_error: 37.9702 - val_loss: 2287.3098 - val_mean_squared_error: 2287.3098 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4190 - mean_squared_error: 37.4190 - val_loss: 2141.1147 - val_mean_squared_error: 2141.1147
2022-12-09 11:37:19.203402: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:37:19.840077: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2398.0752 - mean_squared_error: 2398.0752
2022-12-09 11:37:25.437909: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2398.0752 - mean_squared_error: 2398.0752 - val_loss: 1028.8999 - val_mean_squared_error: 1028.8999 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 115.1598 - mean_squared_error: 115.1598 - val_loss: 1171.8756 - val_mean_squared_error: 1171.8756 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 66.8209 - mean_squared_error: 66.8209 - val_loss: 1977.8745 - val_mean_squared_error: 1977.8745 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 59.6845 - mean_squared_error: 59.6845 - val_loss: 2595.7432 - val_mean_squared_error: 2595.7432 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 55.6280 - mean_squared_error: 55.6280 - val_loss: 2649.0608 - val_mean_squared_error: 2649.0608 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 45.7647 - mean_squared_error: 45.7647 - val_loss: 2588.2632 - val_mean_squared_error: 2588.2632 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3432 - mean_squared_error: 39.3432 - val_loss: 2554.4458 - val_mean_squared_error: 2554.4458 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3688 - mean_squared_error: 45.3688 - val_loss: 2562.9500 - val_mean_squared_error: 2562.9500 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.0332 - mean_squared_error: 45.0332 - val_loss: 2442.7117 - val_mean_squared_error: 2442.7117 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7339 - mean_squared_error: 35.7339 - val_loss: 2582.5837 - val_mean_squared_error: 2582.5837 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 34.3867 - mean_squared_error: 34.3867 - val_loss: 2487.2783 - val_mean_squared_error: 2487.2783 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 35.0468 - mean_squared_error: 35.0468 - val_loss: 2412.8467 - val_mean_squared_error: 2412.8467 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9810 - mean_squared_error: 37.9810 - val_loss: 2292.7244 - val_mean_squared_error: 2292.7244 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5016 - mean_squared_error: 35.5016 - val_loss: 2277.0254 - val_mean_squared_error: 2277.0254 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8119 - mean_squared_error: 38.8119 - val_loss: 2223.0483 - val_mean_squared_error: 2223.0483 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2375 - mean_squared_error: 39.2375 - val_loss: 2214.9722 - val_mean_squared_error: 2214.9722 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9104 - mean_squared_error: 39.9104 - val_loss: 2278.0393 - val_mean_squared_error: 2278.0393 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6401 - mean_squared_error: 38.6401 - val_loss: 2202.0461 - val_mean_squared_error: 2202.0461 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2827 - mean_squared_error: 37.2827 - val_loss: 2127.9575 - val_mean_squared_error: 2127.9575 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7677 - mean_squared_error: 35.7677 - val_loss: 2268.2434 - val_mean_squared_error: 2268.2434 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0923 - mean_squared_error: 38.0923 - val_loss: 2275.8174 - val_mean_squared_error: 2275.8174 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2959 - mean_squared_error: 39.2959 - val_loss: 2106.0684 - val_mean_squared_error: 2106.0684 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5380 - mean_squared_error: 39.5380 - val_loss: 2061.6162 - val_mean_squared_error: 2061.6162 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 34.3239 - mean_squared_error: 34.3239 - val_loss: 2127.5408 - val_mean_squared_error: 2127.5408 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6856 - mean_squared_error: 38.6856 - val_loss: 2039.3289 - val_mean_squared_error: 2039.3289
2022-12-09 11:37:43.781961: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:37:44.370974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2375.7842 - mean_squared_error: 2375.7842
2022-12-09 11:37:49.964004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2375.7842 - mean_squared_error: 2375.7842 - val_loss: 991.3159 - val_mean_squared_error: 991.3159 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 120.3032 - mean_squared_error: 120.3032 - val_loss: 1092.3917 - val_mean_squared_error: 1092.3917 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 59.4375 - mean_squared_error: 59.4375 - val_loss: 1902.4702 - val_mean_squared_error: 1902.4702 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 60.0529 - mean_squared_error: 60.0529 - val_loss: 2278.8518 - val_mean_squared_error: 2278.8518 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 49.3490 - mean_squared_error: 49.3490 - val_loss: 2380.5601 - val_mean_squared_error: 2380.5601 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 47.9498 - mean_squared_error: 47.9498 - val_loss: 2423.0178 - val_mean_squared_error: 2423.0178 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 47.6152 - mean_squared_error: 47.6152 - val_loss: 2497.8906 - val_mean_squared_error: 2497.8906 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 48.3959 - mean_squared_error: 48.3959 - val_loss: 2395.9668 - val_mean_squared_error: 2395.9668 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.8519 - mean_squared_error: 42.8519 - val_loss: 2488.0757 - val_mean_squared_error: 2488.0757 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2018 - mean_squared_error: 42.2018 - val_loss: 2498.4412 - val_mean_squared_error: 2498.4412 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.0734 - mean_squared_error: 42.0734 - val_loss: 2327.0691 - val_mean_squared_error: 2327.0691 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4174 - mean_squared_error: 46.4174 - val_loss: 2504.5674 - val_mean_squared_error: 2504.5674 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5382 - mean_squared_error: 38.5382 - val_loss: 2524.4343 - val_mean_squared_error: 2524.4343 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 34.9986 - mean_squared_error: 34.9986 - val_loss: 2395.2112 - val_mean_squared_error: 2395.2112 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6697 - mean_squared_error: 40.6697 - val_loss: 2358.6140 - val_mean_squared_error: 2358.6140 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2626 - mean_squared_error: 40.2626 - val_loss: 2321.7341 - val_mean_squared_error: 2321.7341 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1611 - mean_squared_error: 43.1611 - val_loss: 2148.5527 - val_mean_squared_error: 2148.5527 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5335 - mean_squared_error: 38.5335 - val_loss: 2137.4626 - val_mean_squared_error: 2137.4626 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8806 - mean_squared_error: 41.8806 - val_loss: 2187.9226 - val_mean_squared_error: 2187.9226 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6937 - mean_squared_error: 34.6937 - val_loss: 2198.0554 - val_mean_squared_error: 2198.0554 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3301 - mean_squared_error: 44.3301 - val_loss: 2237.4475 - val_mean_squared_error: 2237.4475 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 43.0533 - mean_squared_error: 43.0533 - val_loss: 2159.3989 - val_mean_squared_error: 2159.3989 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3556 - mean_squared_error: 36.3556 - val_loss: 2146.0549 - val_mean_squared_error: 2146.0549 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 48.0163 - mean_squared_error: 48.0163 - val_loss: 1904.4019 - val_mean_squared_error: 1904.4019 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4389 - mean_squared_error: 41.4389 - val_loss: 2069.6433 - val_mean_squared_error: 2069.6433
2022-12-09 11:38:08.493488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:38:09.120116: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2436.7332 - mean_squared_error: 2436.7332
2022-12-09 11:38:14.759854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2436.7332 - mean_squared_error: 2436.7332 - val_loss: 732.5955 - val_mean_squared_error: 732.5955 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 167.6275 - mean_squared_error: 167.6275 - val_loss: 1200.4473 - val_mean_squared_error: 1200.4473 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 81.3145 - mean_squared_error: 81.3145 - val_loss: 1989.0868 - val_mean_squared_error: 1989.0868 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 68.1386 - mean_squared_error: 68.1386 - val_loss: 2549.9238 - val_mean_squared_error: 2549.9238 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 54.2412 - mean_squared_error: 54.2412 - val_loss: 2594.6216 - val_mean_squared_error: 2594.6216 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 60.2097 - mean_squared_error: 60.2097 - val_loss: 2647.2168 - val_mean_squared_error: 2647.2168 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 49.8947 - mean_squared_error: 49.8947 - val_loss: 2627.5640 - val_mean_squared_error: 2627.5640 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 49.3959 - mean_squared_error: 49.3959 - val_loss: 2588.6245 - val_mean_squared_error: 2588.6245 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3330 - mean_squared_error: 43.3330 - val_loss: 2476.0732 - val_mean_squared_error: 2476.0730 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3915 - mean_squared_error: 46.3915 - val_loss: 2445.2300 - val_mean_squared_error: 2445.2300 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 43.7739 - mean_squared_error: 43.7739 - val_loss: 2476.5803 - val_mean_squared_error: 2476.5803 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5491 - mean_squared_error: 43.5491 - val_loss: 2411.0676 - val_mean_squared_error: 2411.0676 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 50.6814 - mean_squared_error: 50.6814 - val_loss: 2294.2278 - val_mean_squared_error: 2294.2278 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7541 - mean_squared_error: 37.7541 - val_loss: 2321.8145 - val_mean_squared_error: 2321.8145 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 38.4812 - mean_squared_error: 38.4812 - val_loss: 2358.9834 - val_mean_squared_error: 2358.9834 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9788 - mean_squared_error: 41.9788 - val_loss: 2248.1145 - val_mean_squared_error: 2248.1145 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4141 - mean_squared_error: 38.4141 - val_loss: 2369.2383 - val_mean_squared_error: 2369.2383 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4047 - mean_squared_error: 38.4047 - val_loss: 2000.6597 - val_mean_squared_error: 2000.6597 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2414 - mean_squared_error: 44.2414 - val_loss: 2147.0234 - val_mean_squared_error: 2147.0234 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0882 - mean_squared_error: 39.0882 - val_loss: 2257.4072 - val_mean_squared_error: 2257.4072 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4892 - mean_squared_error: 39.4892 - val_loss: 2123.2903 - val_mean_squared_error: 2123.2903 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8971 - mean_squared_error: 36.8971 - val_loss: 2015.6451 - val_mean_squared_error: 2015.6451 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5752 - mean_squared_error: 40.5752 - val_loss: 2022.3763 - val_mean_squared_error: 2022.3763 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8478 - mean_squared_error: 43.8478 - val_loss: 2113.3877 - val_mean_squared_error: 2113.3877 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5670 - mean_squared_error: 40.5670 - val_loss: 1858.3210 - val_mean_squared_error: 1858.3210
2022-12-09 11:38:33.337461: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007404367726775412 Generation: 15 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:38:33.991388: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2386.9187 - mean_squared_error: 2386.9187
2022-12-09 11:38:39.568133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2386.9187 - mean_squared_error: 2386.9187 - val_loss: 984.8447 - val_mean_squared_error: 984.8447 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 123.7672 - mean_squared_error: 123.7672 - val_loss: 1317.8119 - val_mean_squared_error: 1317.8119 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 61.9304 - mean_squared_error: 61.9304 - val_loss: 1758.8920 - val_mean_squared_error: 1758.8920 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 51.5103 - mean_squared_error: 51.5103 - val_loss: 2387.9158 - val_mean_squared_error: 2387.9158 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 49.8287 - mean_squared_error: 49.8287 - val_loss: 2477.2297 - val_mean_squared_error: 2477.2295 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 40.5343 - mean_squared_error: 40.5343 - val_loss: 2524.4966 - val_mean_squared_error: 2524.4966 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7188 - mean_squared_error: 43.7188 - val_loss: 2546.7012 - val_mean_squared_error: 2546.7012 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3175 - mean_squared_error: 44.3175 - val_loss: 2643.7126 - val_mean_squared_error: 2643.7126 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 42.6167 - mean_squared_error: 42.6167 - val_loss: 2669.0444 - val_mean_squared_error: 2669.0444 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 42.2486 - mean_squared_error: 42.2486 - val_loss: 2508.0410 - val_mean_squared_error: 2508.0410 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 37.1617 - mean_squared_error: 37.1617 - val_loss: 2637.5867 - val_mean_squared_error: 2637.5867 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.4477 - mean_squared_error: 44.4477 - val_loss: 2523.0215 - val_mean_squared_error: 2523.0215 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 35.7044 - mean_squared_error: 35.7044 - val_loss: 2584.0012 - val_mean_squared_error: 2584.0012 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4086 - mean_squared_error: 36.4086 - val_loss: 2351.9087 - val_mean_squared_error: 2351.9087 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9536 - mean_squared_error: 46.9536 - val_loss: 2516.1770 - val_mean_squared_error: 2516.1770 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9987 - mean_squared_error: 40.9987 - val_loss: 2380.3398 - val_mean_squared_error: 2380.3398 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8403 - mean_squared_error: 41.8403 - val_loss: 2442.7695 - val_mean_squared_error: 2442.7695 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0261 - mean_squared_error: 45.0261 - val_loss: 2411.5698 - val_mean_squared_error: 2411.5698 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8665 - mean_squared_error: 42.8665 - val_loss: 2311.2427 - val_mean_squared_error: 2311.2427 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5181 - mean_squared_error: 40.5181 - val_loss: 2301.4524 - val_mean_squared_error: 2301.4524 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3435 - mean_squared_error: 43.3435 - val_loss: 2325.9551 - val_mean_squared_error: 2325.9551 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 43.4033 - mean_squared_error: 43.4033 - val_loss: 2263.2239 - val_mean_squared_error: 2263.2239 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.7719 - mean_squared_error: 36.7719 - val_loss: 2117.3760 - val_mean_squared_error: 2117.3760 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4219 - mean_squared_error: 41.4219 - val_loss: 2001.9250 - val_mean_squared_error: 2001.9250 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8064 - mean_squared_error: 44.8064 - val_loss: 2166.1777 - val_mean_squared_error: 2166.1777
2022-12-09 11:38:58.074779: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:38:58.725788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.3098 - mean_squared_error: 2405.3098
2022-12-09 11:39:04.379514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2405.3098 - mean_squared_error: 2405.3098 - val_loss: 832.8349 - val_mean_squared_error: 832.8349 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 162.4889 - mean_squared_error: 162.4889 - val_loss: 1219.1533 - val_mean_squared_error: 1219.1533 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 77.4310 - mean_squared_error: 77.4310 - val_loss: 2217.7778 - val_mean_squared_error: 2217.7778 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 63.5883 - mean_squared_error: 63.5883 - val_loss: 2461.9824 - val_mean_squared_error: 2461.9824 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 57.4146 - mean_squared_error: 57.4146 - val_loss: 2735.1887 - val_mean_squared_error: 2735.1887 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 54.3471 - mean_squared_error: 54.3471 - val_loss: 2808.8572 - val_mean_squared_error: 2808.8572 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 51.6495 - mean_squared_error: 51.6495 - val_loss: 2816.8831 - val_mean_squared_error: 2816.8831 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 49.7694 - mean_squared_error: 49.7694 - val_loss: 2730.5266 - val_mean_squared_error: 2730.5266 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 52.9462 - mean_squared_error: 52.9462 - val_loss: 2754.5298 - val_mean_squared_error: 2754.5298 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 54.3727 - mean_squared_error: 54.3727 - val_loss: 2802.5986 - val_mean_squared_error: 2802.5986 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 50.2524 - mean_squared_error: 50.2524 - val_loss: 2759.0667 - val_mean_squared_error: 2759.0664 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4593 - mean_squared_error: 36.4593 - val_loss: 2725.3806 - val_mean_squared_error: 2725.3806 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8304 - mean_squared_error: 43.8304 - val_loss: 2742.5833 - val_mean_squared_error: 2742.5833 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0729 - mean_squared_error: 41.0729 - val_loss: 2560.7864 - val_mean_squared_error: 2560.7864 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9169 - mean_squared_error: 38.9169 - val_loss: 2590.7632 - val_mean_squared_error: 2590.7632 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8176 - mean_squared_error: 39.8176 - val_loss: 2565.3113 - val_mean_squared_error: 2565.3113 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3389 - mean_squared_error: 43.3389 - val_loss: 2613.1794 - val_mean_squared_error: 2613.1794 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8807 - mean_squared_error: 41.8807 - val_loss: 2343.0713 - val_mean_squared_error: 2343.0713 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2081 - mean_squared_error: 42.2081 - val_loss: 2430.8342 - val_mean_squared_error: 2430.8342 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4762 - mean_squared_error: 38.4762 - val_loss: 2530.1953 - val_mean_squared_error: 2530.1953 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0234 - mean_squared_error: 38.0234 - val_loss: 2606.2197 - val_mean_squared_error: 2606.2197 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9889 - mean_squared_error: 37.9889 - val_loss: 2348.5059 - val_mean_squared_error: 2348.5059 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0575 - mean_squared_error: 37.0575 - val_loss: 2454.8325 - val_mean_squared_error: 2454.8325 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9451 - mean_squared_error: 35.9451 - val_loss: 2575.0322 - val_mean_squared_error: 2575.0322 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9882 - mean_squared_error: 38.9882 - val_loss: 2297.4868 - val_mean_squared_error: 2297.4868
2022-12-09 11:39:23.095954: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:39:23.744852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.8315 - mean_squared_error: 2419.8315
2022-12-09 11:39:29.435352: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2419.8315 - mean_squared_error: 2419.8315 - val_loss: 765.4597 - val_mean_squared_error: 765.4597 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 104.7414 - mean_squared_error: 104.7414 - val_loss: 985.8565 - val_mean_squared_error: 985.8565 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 62.2896 - mean_squared_error: 62.2896 - val_loss: 1674.5481 - val_mean_squared_error: 1674.5481 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 55.2217 - mean_squared_error: 55.2217 - val_loss: 2127.1116 - val_mean_squared_error: 2127.1116 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 51.7455 - mean_squared_error: 51.7455 - val_loss: 2201.2097 - val_mean_squared_error: 2201.2097 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 40.7199 - mean_squared_error: 40.7199 - val_loss: 2057.6836 - val_mean_squared_error: 2057.6836 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 41.1137 - mean_squared_error: 41.1137 - val_loss: 2068.2727 - val_mean_squared_error: 2068.2727 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 33.3863 - mean_squared_error: 33.3863 - val_loss: 1749.8444 - val_mean_squared_error: 1749.8442 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0034 - mean_squared_error: 36.0034 - val_loss: 1809.3754 - val_mean_squared_error: 1809.3754 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.4501 - mean_squared_error: 43.4501 - val_loss: 1952.1949 - val_mean_squared_error: 1952.1949 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6766 - mean_squared_error: 34.6766 - val_loss: 1612.6594 - val_mean_squared_error: 1612.6594 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1626 - mean_squared_error: 39.1626 - val_loss: 1702.7590 - val_mean_squared_error: 1702.7590 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3778 - mean_squared_error: 44.3778 - val_loss: 1828.7203 - val_mean_squared_error: 1828.7203 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9740 - mean_squared_error: 45.9740 - val_loss: 1615.0160 - val_mean_squared_error: 1615.0160 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 32.6671 - mean_squared_error: 32.6671 - val_loss: 1749.6663 - val_mean_squared_error: 1749.6663 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8997 - mean_squared_error: 38.8997 - val_loss: 1605.5273 - val_mean_squared_error: 1605.5273 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8312 - mean_squared_error: 40.8312 - val_loss: 1446.3125 - val_mean_squared_error: 1446.3125 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8652 - mean_squared_error: 44.8652 - val_loss: 1655.4810 - val_mean_squared_error: 1655.4810 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4850 - mean_squared_error: 41.4850 - val_loss: 1388.4818 - val_mean_squared_error: 1388.4817 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 35.6246 - mean_squared_error: 35.6246 - val_loss: 1134.8584 - val_mean_squared_error: 1134.8584 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 35.6810 - mean_squared_error: 35.6810 - val_loss: 1451.0798 - val_mean_squared_error: 1451.0798 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 39.4855 - mean_squared_error: 39.4855 - val_loss: 1728.6431 - val_mean_squared_error: 1728.6431 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2798 - mean_squared_error: 36.2798 - val_loss: 1457.9606 - val_mean_squared_error: 1457.9606 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7690 - mean_squared_error: 38.7690 - val_loss: 1349.7931 - val_mean_squared_error: 1349.7931 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 33.9558 - mean_squared_error: 33.9558 - val_loss: 1436.0901 - val_mean_squared_error: 1436.0900
2022-12-09 11:39:48.108472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:39:48.762542: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2368.3997 - mean_squared_error: 2368.3997
2022-12-09 11:39:54.469035: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2368.3997 - mean_squared_error: 2368.3997 - val_loss: 833.6449 - val_mean_squared_error: 833.6449 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 114.8900 - mean_squared_error: 114.8900 - val_loss: 947.1974 - val_mean_squared_error: 947.1974 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 62.3333 - mean_squared_error: 62.3333 - val_loss: 1674.6665 - val_mean_squared_error: 1674.6665 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 52.3445 - mean_squared_error: 52.3445 - val_loss: 2365.0715 - val_mean_squared_error: 2365.0715 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 51.2385 - mean_squared_error: 51.2385 - val_loss: 2561.3855 - val_mean_squared_error: 2561.3855 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 47.3329 - mean_squared_error: 47.3329 - val_loss: 2501.8569 - val_mean_squared_error: 2501.8569 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 47.6879 - mean_squared_error: 47.6879 - val_loss: 2597.3452 - val_mean_squared_error: 2597.3452 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.7712 - mean_squared_error: 46.7712 - val_loss: 2692.5520 - val_mean_squared_error: 2692.5520 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4363 - mean_squared_error: 38.4363 - val_loss: 2551.9617 - val_mean_squared_error: 2551.9617 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7387 - mean_squared_error: 40.7387 - val_loss: 2582.6189 - val_mean_squared_error: 2582.6189 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 34.3793 - mean_squared_error: 34.3793 - val_loss: 2628.4419 - val_mean_squared_error: 2628.4419 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 47.7683 - mean_squared_error: 47.7683 - val_loss: 2552.1819 - val_mean_squared_error: 2552.1819 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1410 - mean_squared_error: 39.1410 - val_loss: 2424.9907 - val_mean_squared_error: 2424.9907 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.0359 - mean_squared_error: 37.0359 - val_loss: 2362.2993 - val_mean_squared_error: 2362.2993 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8961 - mean_squared_error: 45.8961 - val_loss: 2469.6262 - val_mean_squared_error: 2469.6262 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6847 - mean_squared_error: 38.6847 - val_loss: 2313.1758 - val_mean_squared_error: 2313.1758 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 48.9862 - mean_squared_error: 48.9862 - val_loss: 2391.9319 - val_mean_squared_error: 2391.9319 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 45.8858 - mean_squared_error: 45.8858 - val_loss: 2483.5603 - val_mean_squared_error: 2483.5603 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3429 - mean_squared_error: 39.3429 - val_loss: 2345.5945 - val_mean_squared_error: 2345.5945 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8031 - mean_squared_error: 38.8031 - val_loss: 2330.4924 - val_mean_squared_error: 2330.4924 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 49.1963 - mean_squared_error: 49.1963 - val_loss: 2369.5078 - val_mean_squared_error: 2369.5076 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6661 - mean_squared_error: 42.6661 - val_loss: 2245.7180 - val_mean_squared_error: 2245.7180 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 35.4709 - mean_squared_error: 35.4709 - val_loss: 2420.4854 - val_mean_squared_error: 2420.4854 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1234 - mean_squared_error: 39.1234 - val_loss: 2166.4968 - val_mean_squared_error: 2166.4968 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6363 - mean_squared_error: 40.6363 - val_loss: 2215.9995 - val_mean_squared_error: 2215.9995
2022-12-09 11:40:12.986794: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 49) (286, 49) Epoch 1/25
2022-12-09 11:40:13.718599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2388.3640 - mean_squared_error: 2388.3640
2022-12-09 11:40:19.529681: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2388.3640 - mean_squared_error: 2388.3640 - val_loss: 749.5391 - val_mean_squared_error: 749.5391 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 128.7240 - mean_squared_error: 128.7240 - val_loss: 1002.1716 - val_mean_squared_error: 1002.1716 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 60.4005 - mean_squared_error: 60.4005 - val_loss: 1623.0138 - val_mean_squared_error: 1623.0138 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 50.6365 - mean_squared_error: 50.6365 - val_loss: 2119.8796 - val_mean_squared_error: 2119.8796 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 46.1634 - mean_squared_error: 46.1634 - val_loss: 2335.9282 - val_mean_squared_error: 2335.9282 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 42.7453 - mean_squared_error: 42.7453 - val_loss: 2510.5291 - val_mean_squared_error: 2510.5291 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 49.9041 - mean_squared_error: 49.9041 - val_loss: 2493.6914 - val_mean_squared_error: 2493.6914 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 39.6849 - mean_squared_error: 39.6849 - val_loss: 2508.5762 - val_mean_squared_error: 2508.5762 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 50.9918 - mean_squared_error: 50.9918 - val_loss: 2394.0220 - val_mean_squared_error: 2394.0220 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2123 - mean_squared_error: 39.2123 - val_loss: 2294.1367 - val_mean_squared_error: 2294.1367 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.4028 - mean_squared_error: 43.4028 - val_loss: 2312.9009 - val_mean_squared_error: 2312.9009 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 47.3997 - mean_squared_error: 47.3997 - val_loss: 2365.5537 - val_mean_squared_error: 2365.5537 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 49.4144 - mean_squared_error: 49.4144 - val_loss: 2389.8408 - val_mean_squared_error: 2389.8408 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8875 - mean_squared_error: 38.8875 - val_loss: 2239.9373 - val_mean_squared_error: 2239.9373 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3835 - mean_squared_error: 41.3835 - val_loss: 2168.9258 - val_mean_squared_error: 2168.9258 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4500 - mean_squared_error: 36.4500 - val_loss: 2301.4780 - val_mean_squared_error: 2301.4780 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 42.6049 - mean_squared_error: 42.6049 - val_loss: 2260.6338 - val_mean_squared_error: 2260.6338 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 43.0951 - mean_squared_error: 43.0951 - val_loss: 2035.1764 - val_mean_squared_error: 2035.1764 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0787 - mean_squared_error: 38.0787 - val_loss: 2218.7832 - val_mean_squared_error: 2218.7832 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7869 - mean_squared_error: 38.7869 - val_loss: 2187.3904 - val_mean_squared_error: 2187.3904 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6678 - mean_squared_error: 38.6678 - val_loss: 2099.2961 - val_mean_squared_error: 2099.2961 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 41.2109 - mean_squared_error: 41.2109 - val_loss: 2105.5823 - val_mean_squared_error: 2105.5823 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1533 - mean_squared_error: 38.1533 - val_loss: 2169.1697 - val_mean_squared_error: 2169.1697 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4824 - mean_squared_error: 38.4824 - val_loss: 2097.5066 - val_mean_squared_error: 2097.5066 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 35.0585 - mean_squared_error: 35.0585 - val_loss: 2086.6765 - val_mean_squared_error: 2086.6765
2022-12-09 11:40:38.411850: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006846783039059972 Generation: 16 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:40:39.016607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2354.2375 - mean_squared_error: 2354.2375
2022-12-09 11:40:44.701123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2354.2375 - mean_squared_error: 2354.2375 - val_loss: 944.8262 - val_mean_squared_error: 944.8262 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 102.7147 - mean_squared_error: 102.7147 - val_loss: 1313.4987 - val_mean_squared_error: 1313.4987 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 61.7544 - mean_squared_error: 61.7544 - val_loss: 2319.2246 - val_mean_squared_error: 2319.2246 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 51.4812 - mean_squared_error: 51.4812 - val_loss: 2743.0789 - val_mean_squared_error: 2743.0789 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 43.5321 - mean_squared_error: 43.5321 - val_loss: 2787.6553 - val_mean_squared_error: 2787.6553 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 47.0198 - mean_squared_error: 47.0198 - val_loss: 2815.3540 - val_mean_squared_error: 2815.3540 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6071 - mean_squared_error: 42.6071 - val_loss: 2825.4136 - val_mean_squared_error: 2825.4136 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 33.2895 - mean_squared_error: 33.2895 - val_loss: 2840.4182 - val_mean_squared_error: 2840.4182 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4799 - mean_squared_error: 38.4799 - val_loss: 2848.6909 - val_mean_squared_error: 2848.6909 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3998 - mean_squared_error: 42.3998 - val_loss: 2837.0696 - val_mean_squared_error: 2837.0696 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9381 - mean_squared_error: 40.9381 - val_loss: 2856.5974 - val_mean_squared_error: 2856.5974 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3338 - mean_squared_error: 39.3338 - val_loss: 2820.5112 - val_mean_squared_error: 2820.5112 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.1431 - mean_squared_error: 42.1431 - val_loss: 2805.5996 - val_mean_squared_error: 2805.5996 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6210 - mean_squared_error: 41.6210 - val_loss: 2841.9663 - val_mean_squared_error: 2841.9663 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1523 - mean_squared_error: 41.1523 - val_loss: 2739.7407 - val_mean_squared_error: 2739.7407 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9097 - mean_squared_error: 38.9097 - val_loss: 2716.2815 - val_mean_squared_error: 2716.2815 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7977 - mean_squared_error: 33.7977 - val_loss: 2755.9966 - val_mean_squared_error: 2755.9966 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8344 - mean_squared_error: 36.8344 - val_loss: 2683.8782 - val_mean_squared_error: 2683.8782 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8186 - mean_squared_error: 35.8186 - val_loss: 2655.1301 - val_mean_squared_error: 2655.1301 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 35.0255 - mean_squared_error: 35.0255 - val_loss: 2612.8674 - val_mean_squared_error: 2612.8674 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4803 - mean_squared_error: 40.4803 - val_loss: 2666.2236 - val_mean_squared_error: 2666.2236 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2436 - mean_squared_error: 40.2436 - val_loss: 2612.9744 - val_mean_squared_error: 2612.9744 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3717 - mean_squared_error: 39.3717 - val_loss: 2628.8599 - val_mean_squared_error: 2628.8599 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2977 - mean_squared_error: 37.2977 - val_loss: 2616.4839 - val_mean_squared_error: 2616.4839 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 35.4282 - mean_squared_error: 35.4282 - val_loss: 2675.7664 - val_mean_squared_error: 2675.7664
2022-12-09 11:41:03.188469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 49) (286, 49) Epoch 1/25
2022-12-09 11:41:03.769683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.3972 - mean_squared_error: 2419.3972
2022-12-09 11:41:09.357817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2419.3972 - mean_squared_error: 2419.3972 - val_loss: 623.0573 - val_mean_squared_error: 623.0573 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 110.1245 - mean_squared_error: 110.1245 - val_loss: 1107.7866 - val_mean_squared_error: 1107.7866 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 63.4768 - mean_squared_error: 63.4768 - val_loss: 1897.5398 - val_mean_squared_error: 1897.5398 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 51.8466 - mean_squared_error: 51.8466 - val_loss: 2370.8838 - val_mean_squared_error: 2370.8838 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 45.0181 - mean_squared_error: 45.0181 - val_loss: 2754.7312 - val_mean_squared_error: 2754.7312 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 47.9317 - mean_squared_error: 47.9317 - val_loss: 2828.2656 - val_mean_squared_error: 2828.2656 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 47.3009 - mean_squared_error: 47.3009 - val_loss: 2859.4841 - val_mean_squared_error: 2859.4841 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.2834 - mean_squared_error: 46.2834 - val_loss: 2853.3855 - val_mean_squared_error: 2853.3855 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.2904 - mean_squared_error: 45.2904 - val_loss: 2858.0657 - val_mean_squared_error: 2858.0657 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7792 - mean_squared_error: 42.7791 - val_loss: 2870.3831 - val_mean_squared_error: 2870.3831 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 38.9267 - mean_squared_error: 38.9267 - val_loss: 2808.1399 - val_mean_squared_error: 2808.1399 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0465 - mean_squared_error: 38.0465 - val_loss: 2821.4465 - val_mean_squared_error: 2821.4465 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5343 - mean_squared_error: 39.5343 - val_loss: 2804.5884 - val_mean_squared_error: 2804.5881 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6428 - mean_squared_error: 45.6428 - val_loss: 2795.4946 - val_mean_squared_error: 2795.4946 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5172 - mean_squared_error: 38.5172 - val_loss: 2822.4180 - val_mean_squared_error: 2822.4180 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7648 - mean_squared_error: 44.7648 - val_loss: 2799.9128 - val_mean_squared_error: 2799.9128 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 46.0498 - mean_squared_error: 46.0498 - val_loss: 2736.9495 - val_mean_squared_error: 2736.9495 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 47.1294 - mean_squared_error: 47.1294 - val_loss: 2748.3857 - val_mean_squared_error: 2748.3857 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1915 - mean_squared_error: 41.1915 - val_loss: 2756.8667 - val_mean_squared_error: 2756.8667 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8711 - mean_squared_error: 44.8711 - val_loss: 2754.0457 - val_mean_squared_error: 2754.0457 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1726 - mean_squared_error: 41.1726 - val_loss: 2800.2881 - val_mean_squared_error: 2800.2881 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 46.3552 - mean_squared_error: 46.3552 - val_loss: 2708.5525 - val_mean_squared_error: 2708.5525 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2057 - mean_squared_error: 41.2057 - val_loss: 2614.8323 - val_mean_squared_error: 2614.8320 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8733 - mean_squared_error: 35.8733 - val_loss: 2578.4624 - val_mean_squared_error: 2578.4624 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3309 - mean_squared_error: 44.3309 - val_loss: 2654.2817 - val_mean_squared_error: 2654.2815
2022-12-09 11:41:27.985844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:41:28.623526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2376.8250 - mean_squared_error: 2376.8250
2022-12-09 11:41:34.261184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2376.8250 - mean_squared_error: 2376.8250 - val_loss: 999.5957 - val_mean_squared_error: 999.5957 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 115.1317 - mean_squared_error: 115.1317 - val_loss: 1236.8605 - val_mean_squared_error: 1236.8605 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 64.7399 - mean_squared_error: 64.7399 - val_loss: 1844.7253 - val_mean_squared_error: 1844.7253 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 53.7990 - mean_squared_error: 53.7990 - val_loss: 2387.3367 - val_mean_squared_error: 2387.3367 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 40.0645 - mean_squared_error: 40.0645 - val_loss: 2462.3796 - val_mean_squared_error: 2462.3796 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8282 - mean_squared_error: 46.8282 - val_loss: 2642.7361 - val_mean_squared_error: 2642.7361 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 55.9683 - mean_squared_error: 55.9683 - val_loss: 2471.3945 - val_mean_squared_error: 2471.3945 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 47.1879 - mean_squared_error: 47.1879 - val_loss: 2411.0393 - val_mean_squared_error: 2411.0393 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9926 - mean_squared_error: 36.9926 - val_loss: 2370.2026 - val_mean_squared_error: 2370.2026 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0343 - mean_squared_error: 39.0343 - val_loss: 2371.1248 - val_mean_squared_error: 2371.1248 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4749 - mean_squared_error: 38.4749 - val_loss: 2236.5029 - val_mean_squared_error: 2236.5029 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 46.1706 - mean_squared_error: 46.1706 - val_loss: 2333.1147 - val_mean_squared_error: 2333.1145 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 34.3618 - mean_squared_error: 34.3618 - val_loss: 2003.2751 - val_mean_squared_error: 2003.2751 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2332 - mean_squared_error: 40.2332 - val_loss: 2344.3252 - val_mean_squared_error: 2344.3252 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4242 - mean_squared_error: 41.4242 - val_loss: 2100.2141 - val_mean_squared_error: 2100.2141 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 52.0749 - mean_squared_error: 52.0749 - val_loss: 2254.0359 - val_mean_squared_error: 2254.0359 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9997 - mean_squared_error: 41.9997 - val_loss: 2037.0275 - val_mean_squared_error: 2037.0275 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2875 - mean_squared_error: 43.2875 - val_loss: 1951.7843 - val_mean_squared_error: 1951.7843 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8546 - mean_squared_error: 39.8546 - val_loss: 1895.9987 - val_mean_squared_error: 1895.9987 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0477 - mean_squared_error: 41.0477 - val_loss: 1821.0941 - val_mean_squared_error: 1821.0941 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7378 - mean_squared_error: 39.7378 - val_loss: 1774.4484 - val_mean_squared_error: 1774.4484 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2816 - mean_squared_error: 43.2816 - val_loss: 1840.7867 - val_mean_squared_error: 1840.7867 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5706 - mean_squared_error: 44.5706 - val_loss: 1823.0372 - val_mean_squared_error: 1823.0372 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8295 - mean_squared_error: 43.8295 - val_loss: 1978.2646 - val_mean_squared_error: 1978.2646 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8300 - mean_squared_error: 36.8300 - val_loss: 1635.5800 - val_mean_squared_error: 1635.5800
2022-12-09 11:41:52.954898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:41:53.620482: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2417.4104 - mean_squared_error: 2417.4104
2022-12-09 11:41:58.959651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2417.4104 - mean_squared_error: 2417.4104 - val_loss: 1041.1337 - val_mean_squared_error: 1041.1337 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 114.6136 - mean_squared_error: 114.6136 - val_loss: 1169.2450 - val_mean_squared_error: 1169.2450 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 70.9250 - mean_squared_error: 70.9250 - val_loss: 1912.5996 - val_mean_squared_error: 1912.5996 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 49.3334 - mean_squared_error: 49.3334 - val_loss: 2330.6980 - val_mean_squared_error: 2330.6980 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 50.8446 - mean_squared_error: 50.8446 - val_loss: 2493.3391 - val_mean_squared_error: 2493.3391 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 46.9234 - mean_squared_error: 46.9234 - val_loss: 2617.4636 - val_mean_squared_error: 2617.4636 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 44.6372 - mean_squared_error: 44.6372 - val_loss: 2526.0330 - val_mean_squared_error: 2526.0330 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 43.8037 - mean_squared_error: 43.8037 - val_loss: 2565.3340 - val_mean_squared_error: 2565.3340 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5429 - mean_squared_error: 41.5429 - val_loss: 2585.7493 - val_mean_squared_error: 2585.7493 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.2826 - mean_squared_error: 43.2826 - val_loss: 2542.9082 - val_mean_squared_error: 2542.9082 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7685 - mean_squared_error: 42.7685 - val_loss: 2537.2666 - val_mean_squared_error: 2537.2666 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4868 - mean_squared_error: 37.4868 - val_loss: 2514.4272 - val_mean_squared_error: 2514.4272 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 43.1789 - mean_squared_error: 43.1789 - val_loss: 2510.5977 - val_mean_squared_error: 2510.5977 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.0063 - mean_squared_error: 37.0063 - val_loss: 2485.0955 - val_mean_squared_error: 2485.0955 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4567 - mean_squared_error: 38.4567 - val_loss: 2443.1328 - val_mean_squared_error: 2443.1328 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3310 - mean_squared_error: 44.3310 - val_loss: 2380.4453 - val_mean_squared_error: 2380.4453 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1007 - mean_squared_error: 42.1007 - val_loss: 2294.8110 - val_mean_squared_error: 2294.8110 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5053 - mean_squared_error: 36.5053 - val_loss: 2226.2729 - val_mean_squared_error: 2226.2729 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5830 - mean_squared_error: 40.5830 - val_loss: 2278.3816 - val_mean_squared_error: 2278.3816 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 33.2448 - mean_squared_error: 33.2448 - val_loss: 2381.0361 - val_mean_squared_error: 2381.0361 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0616 - mean_squared_error: 36.0616 - val_loss: 2245.0608 - val_mean_squared_error: 2245.0608 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0583 - mean_squared_error: 37.0583 - val_loss: 2251.1926 - val_mean_squared_error: 2251.1926 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4923 - mean_squared_error: 42.4923 - val_loss: 2324.9714 - val_mean_squared_error: 2324.9714 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0748 - mean_squared_error: 46.0748 - val_loss: 2136.2061 - val_mean_squared_error: 2136.2061 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8596 - mean_squared_error: 37.8596 - val_loss: 2185.1858 - val_mean_squared_error: 2185.1858
2022-12-09 11:42:22.310017: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/25
2022-12-09 11:42:23.078644: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2331.6182 - mean_squared_error: 2331.6182
2022-12-09 11:42:28.623635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2331.6182 - mean_squared_error: 2331.6182 - val_loss: 730.5262 - val_mean_squared_error: 730.5262 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 107.7866 - mean_squared_error: 107.7866 - val_loss: 1103.8779 - val_mean_squared_error: 1103.8779 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 71.9297 - mean_squared_error: 71.9297 - val_loss: 2089.8518 - val_mean_squared_error: 2089.8518 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 64.6718 - mean_squared_error: 64.6718 - val_loss: 2652.1133 - val_mean_squared_error: 2652.1133 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 46.9670 - mean_squared_error: 46.9670 - val_loss: 2716.1521 - val_mean_squared_error: 2716.1521 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2734 - mean_squared_error: 44.2734 - val_loss: 2727.7566 - val_mean_squared_error: 2727.7566 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 45.3567 - mean_squared_error: 45.3567 - val_loss: 2640.0037 - val_mean_squared_error: 2640.0037 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 41.3712 - mean_squared_error: 41.3712 - val_loss: 2593.6882 - val_mean_squared_error: 2593.6882 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.0343 - mean_squared_error: 45.0343 - val_loss: 2628.2639 - val_mean_squared_error: 2628.2639 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4334 - mean_squared_error: 40.4334 - val_loss: 2608.6785 - val_mean_squared_error: 2608.6785 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3308 - mean_squared_error: 42.3308 - val_loss: 2635.4280 - val_mean_squared_error: 2635.4280 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1901 - mean_squared_error: 37.1901 - val_loss: 2540.3623 - val_mean_squared_error: 2540.3623 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 35.9065 - mean_squared_error: 35.9065 - val_loss: 2594.1113 - val_mean_squared_error: 2594.1113 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 45.2101 - mean_squared_error: 45.2101 - val_loss: 2636.7705 - val_mean_squared_error: 2636.7705 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0350 - mean_squared_error: 39.0350 - val_loss: 2338.2437 - val_mean_squared_error: 2338.2437 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 31.7880 - mean_squared_error: 31.7880 - val_loss: 2537.4009 - val_mean_squared_error: 2537.4009 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7797 - mean_squared_error: 38.7797 - val_loss: 2499.4988 - val_mean_squared_error: 2499.4985 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4219 - mean_squared_error: 40.4219 - val_loss: 2343.2654 - val_mean_squared_error: 2343.2654 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2490 - mean_squared_error: 40.2490 - val_loss: 2406.4082 - val_mean_squared_error: 2406.4082 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 35.7088 - mean_squared_error: 35.7088 - val_loss: 2548.0464 - val_mean_squared_error: 2548.0464 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8143 - mean_squared_error: 37.8143 - val_loss: 2349.9482 - val_mean_squared_error: 2349.9482 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 34.9533 - mean_squared_error: 34.9533 - val_loss: 2452.5701 - val_mean_squared_error: 2452.5701 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3149 - mean_squared_error: 36.3149 - val_loss: 2383.8855 - val_mean_squared_error: 2383.8855 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1676 - mean_squared_error: 40.1676 - val_loss: 2281.3142 - val_mean_squared_error: 2281.3142 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 35.7624 - mean_squared_error: 35.7624 - val_loss: 2291.7595 - val_mean_squared_error: 2291.7595
2022-12-09 11:42:47.534882: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006055627764574679 Generation: 17 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:42:48.132760: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2378.2219 - mean_squared_error: 2378.2219
2022-12-09 11:42:53.418015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2378.2219 - mean_squared_error: 2378.2219 - val_loss: 941.6002 - val_mean_squared_error: 941.6002 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 119.2982 - mean_squared_error: 119.2982 - val_loss: 1053.2670 - val_mean_squared_error: 1053.2670 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 59.0966 - mean_squared_error: 59.0966 - val_loss: 1761.9877 - val_mean_squared_error: 1761.9877 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 56.2513 - mean_squared_error: 56.2513 - val_loss: 2144.3813 - val_mean_squared_error: 2144.3813 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 47.6038 - mean_squared_error: 47.6038 - val_loss: 2232.6709 - val_mean_squared_error: 2232.6709 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 48.8401 - mean_squared_error: 48.8401 - val_loss: 2493.0667 - val_mean_squared_error: 2493.0667 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 46.0693 - mean_squared_error: 46.0693 - val_loss: 2310.2822 - val_mean_squared_error: 2310.2822 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 42.1668 - mean_squared_error: 42.1668 - val_loss: 2329.8992 - val_mean_squared_error: 2329.8992 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9336 - mean_squared_error: 40.9336 - val_loss: 2199.7947 - val_mean_squared_error: 2199.7947 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9821 - mean_squared_error: 43.9821 - val_loss: 2304.3579 - val_mean_squared_error: 2304.3579 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 37.3512 - mean_squared_error: 37.3512 - val_loss: 2312.2344 - val_mean_squared_error: 2312.2341 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2414 - mean_squared_error: 39.2414 - val_loss: 2196.8369 - val_mean_squared_error: 2196.8369 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3774 - mean_squared_error: 45.3774 - val_loss: 2294.2817 - val_mean_squared_error: 2294.2817 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 42.0655 - mean_squared_error: 42.0655 - val_loss: 2118.9021 - val_mean_squared_error: 2118.9021 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6818 - mean_squared_error: 43.6818 - val_loss: 2027.6676 - val_mean_squared_error: 2027.6674 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1400 - mean_squared_error: 42.1400 - val_loss: 2019.1392 - val_mean_squared_error: 2019.1392 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0643 - mean_squared_error: 40.0643 - val_loss: 2053.2712 - val_mean_squared_error: 2053.2712 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6532 - mean_squared_error: 44.6532 - val_loss: 2086.7881 - val_mean_squared_error: 2086.7881 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0100 - mean_squared_error: 45.0100 - val_loss: 1912.3440 - val_mean_squared_error: 1912.3440 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7265 - mean_squared_error: 42.7265 - val_loss: 1991.9608 - val_mean_squared_error: 1991.9608 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3683 - mean_squared_error: 42.3683 - val_loss: 1873.0120 - val_mean_squared_error: 1873.0120 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1376 - mean_squared_error: 40.1376 - val_loss: 1847.3610 - val_mean_squared_error: 1847.3610 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.4224 - mean_squared_error: 44.4224 - val_loss: 1810.0461 - val_mean_squared_error: 1810.0461 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3345 - mean_squared_error: 39.3345 - val_loss: 1916.2263 - val_mean_squared_error: 1916.2263 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8275 - mean_squared_error: 41.8275 - val_loss: 1794.9149 - val_mean_squared_error: 1794.9149
2022-12-09 11:43:11.991150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:43:12.536767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2383.3079 - mean_squared_error: 2383.3079
2022-12-09 11:43:17.832075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2383.3079 - mean_squared_error: 2383.3079 - val_loss: 1037.3567 - val_mean_squared_error: 1037.3567 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 121.6001 - mean_squared_error: 121.6001 - val_loss: 1293.7538 - val_mean_squared_error: 1293.7538 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 64.2862 - mean_squared_error: 64.2862 - val_loss: 1762.4603 - val_mean_squared_error: 1762.4603 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 57.6121 - mean_squared_error: 57.6121 - val_loss: 2358.4597 - val_mean_squared_error: 2358.4597 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 50.8459 - mean_squared_error: 50.8459 - val_loss: 2351.5869 - val_mean_squared_error: 2351.5869 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 49.0932 - mean_squared_error: 49.0932 - val_loss: 2405.5334 - val_mean_squared_error: 2405.5334 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 49.4481 - mean_squared_error: 49.4481 - val_loss: 2456.7717 - val_mean_squared_error: 2456.7717 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 37.9214 - mean_squared_error: 37.9214 - val_loss: 2254.2610 - val_mean_squared_error: 2254.2610 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9805 - mean_squared_error: 44.9805 - val_loss: 2443.1768 - val_mean_squared_error: 2443.1768 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 35.6278 - mean_squared_error: 35.6278 - val_loss: 2337.7307 - val_mean_squared_error: 2337.7307 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0146 - mean_squared_error: 44.0146 - val_loss: 2243.0510 - val_mean_squared_error: 2243.0510 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 41.5320 - mean_squared_error: 41.5320 - val_loss: 2313.7590 - val_mean_squared_error: 2313.7590 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2081 - mean_squared_error: 37.2081 - val_loss: 2374.7397 - val_mean_squared_error: 2374.7397 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 34.5508 - mean_squared_error: 34.5508 - val_loss: 2093.7913 - val_mean_squared_error: 2093.7913 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4239 - mean_squared_error: 43.4239 - val_loss: 2201.1226 - val_mean_squared_error: 2201.1226 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6392 - mean_squared_error: 37.6392 - val_loss: 2123.5088 - val_mean_squared_error: 2123.5088 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7803 - mean_squared_error: 35.7803 - val_loss: 1888.0723 - val_mean_squared_error: 1888.0723 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2792 - mean_squared_error: 40.2792 - val_loss: 2168.6987 - val_mean_squared_error: 2168.6987 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1115 - mean_squared_error: 38.1115 - val_loss: 2086.3535 - val_mean_squared_error: 2086.3535 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 49.5988 - mean_squared_error: 49.5988 - val_loss: 2042.4666 - val_mean_squared_error: 2042.4666 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4142 - mean_squared_error: 36.4142 - val_loss: 2054.7178 - val_mean_squared_error: 2054.7178 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2767 - mean_squared_error: 41.2767 - val_loss: 2084.1936 - val_mean_squared_error: 2084.1936 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1543 - mean_squared_error: 39.1543 - val_loss: 1956.9008 - val_mean_squared_error: 1956.9008 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0615 - mean_squared_error: 43.0615 - val_loss: 1826.7743 - val_mean_squared_error: 1826.7743 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2807 - mean_squared_error: 35.2807 - val_loss: 1938.2625 - val_mean_squared_error: 1938.2622
2022-12-09 11:43:36.438475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/25
2022-12-09 11:43:36.995245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2378.4526 - mean_squared_error: 2378.4526
2022-12-09 11:43:42.290899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2378.4526 - mean_squared_error: 2378.4526 - val_loss: 895.1122 - val_mean_squared_error: 895.1122 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 105.5996 - mean_squared_error: 105.5996 - val_loss: 1154.9576 - val_mean_squared_error: 1154.9576 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 74.3361 - mean_squared_error: 74.3361 - val_loss: 2301.7905 - val_mean_squared_error: 2301.7905 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 58.5627 - mean_squared_error: 58.5627 - val_loss: 2627.8101 - val_mean_squared_error: 2627.8101 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 52.1447 - mean_squared_error: 52.1447 - val_loss: 2596.5378 - val_mean_squared_error: 2596.5378 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 41.8658 - mean_squared_error: 41.8658 - val_loss: 2696.1482 - val_mean_squared_error: 2696.1482 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 43.8651 - mean_squared_error: 43.8651 - val_loss: 2635.0195 - val_mean_squared_error: 2635.0195 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 36.6009 - mean_squared_error: 36.6009 - val_loss: 2628.5090 - val_mean_squared_error: 2628.5090 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 35.2955 - mean_squared_error: 35.2955 - val_loss: 2612.9524 - val_mean_squared_error: 2612.9524 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0813 - mean_squared_error: 37.0813 - val_loss: 2617.2500 - val_mean_squared_error: 2617.2500 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 32.7035 - mean_squared_error: 32.7035 - val_loss: 2544.8564 - val_mean_squared_error: 2544.8564 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8947 - mean_squared_error: 39.8947 - val_loss: 2458.4099 - val_mean_squared_error: 2458.4099 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7387 - mean_squared_error: 37.7387 - val_loss: 2399.5703 - val_mean_squared_error: 2399.5703 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3486 - mean_squared_error: 36.3486 - val_loss: 2440.0266 - val_mean_squared_error: 2440.0264 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1677 - mean_squared_error: 35.1677 - val_loss: 2396.9480 - val_mean_squared_error: 2396.9480 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5595 - mean_squared_error: 38.5595 - val_loss: 2398.0828 - val_mean_squared_error: 2398.0828 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9176 - mean_squared_error: 42.9176 - val_loss: 2296.0901 - val_mean_squared_error: 2296.0901 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0137 - mean_squared_error: 39.0137 - val_loss: 2294.3164 - val_mean_squared_error: 2294.3164 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8242 - mean_squared_error: 35.8242 - val_loss: 2347.0659 - val_mean_squared_error: 2347.0659 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8027 - mean_squared_error: 42.8027 - val_loss: 2236.1074 - val_mean_squared_error: 2236.1074 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 49.8204 - mean_squared_error: 49.8204 - val_loss: 2243.8240 - val_mean_squared_error: 2243.8237 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4717 - mean_squared_error: 40.4717 - val_loss: 2108.7434 - val_mean_squared_error: 2108.7434 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5878 - mean_squared_error: 37.5878 - val_loss: 2266.1240 - val_mean_squared_error: 2266.1240 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7334 - mean_squared_error: 39.7334 - val_loss: 2188.6675 - val_mean_squared_error: 2188.6675 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9171 - mean_squared_error: 42.9171 - val_loss: 2173.5354 - val_mean_squared_error: 2173.5354
2022-12-09 11:44:00.737585: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 49) (286, 49) Epoch 1/25
2022-12-09 11:44:01.308213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2440.0964 - mean_squared_error: 2440.0964
2022-12-09 11:44:06.640808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2440.0964 - mean_squared_error: 2440.0964 - val_loss: 912.2570 - val_mean_squared_error: 912.2570 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 117.3343 - mean_squared_error: 117.3343 - val_loss: 1278.9004 - val_mean_squared_error: 1278.9004 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 59.0480 - mean_squared_error: 59.0480 - val_loss: 1812.4838 - val_mean_squared_error: 1812.4838 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 60.9555 - mean_squared_error: 60.9555 - val_loss: 2378.6018 - val_mean_squared_error: 2378.6018 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 45.0268 - mean_squared_error: 45.0268 - val_loss: 2739.3271 - val_mean_squared_error: 2739.3271 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 50.6169 - mean_squared_error: 50.6169 - val_loss: 2763.3562 - val_mean_squared_error: 2763.3562 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6525 - mean_squared_error: 48.6525 - val_loss: 2823.2646 - val_mean_squared_error: 2823.2646 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 43.1703 - mean_squared_error: 43.1703 - val_loss: 2807.8147 - val_mean_squared_error: 2807.8147 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0694 - mean_squared_error: 39.0694 - val_loss: 2781.0803 - val_mean_squared_error: 2781.0803 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8510 - mean_squared_error: 44.8510 - val_loss: 2735.5117 - val_mean_squared_error: 2735.5117 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4595 - mean_squared_error: 41.4595 - val_loss: 2658.7812 - val_mean_squared_error: 2658.7812 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0560 - mean_squared_error: 37.0560 - val_loss: 2685.6670 - val_mean_squared_error: 2685.6670 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5192 - mean_squared_error: 43.5192 - val_loss: 2636.3413 - val_mean_squared_error: 2636.3413 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.7682 - mean_squared_error: 36.7682 - val_loss: 2685.3132 - val_mean_squared_error: 2685.3132 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1426 - mean_squared_error: 40.1426 - val_loss: 2608.4265 - val_mean_squared_error: 2608.4265 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2727 - mean_squared_error: 39.2727 - val_loss: 2519.6602 - val_mean_squared_error: 2519.6602 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5517 - mean_squared_error: 42.5517 - val_loss: 2592.3386 - val_mean_squared_error: 2592.3386 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3142 - mean_squared_error: 41.3142 - val_loss: 2480.3528 - val_mean_squared_error: 2480.3528 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 43.8143 - mean_squared_error: 43.8143 - val_loss: 2453.0164 - val_mean_squared_error: 2453.0164 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1508 - mean_squared_error: 45.1508 - val_loss: 2455.7070 - val_mean_squared_error: 2455.7070 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7707 - mean_squared_error: 37.7707 - val_loss: 2298.1606 - val_mean_squared_error: 2298.1606 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7142 - mean_squared_error: 42.7142 - val_loss: 2333.9990 - val_mean_squared_error: 2333.9990 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2734 - mean_squared_error: 40.2734 - val_loss: 2464.7222 - val_mean_squared_error: 2464.7219 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2854 - mean_squared_error: 36.2854 - val_loss: 2220.8999 - val_mean_squared_error: 2220.8999 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 49.1555 - mean_squared_error: 49.1555 - val_loss: 2229.7424 - val_mean_squared_error: 2229.7424
2022-12-09 11:44:25.052248: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:44:25.715278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2425.9658 - mean_squared_error: 2425.9658
2022-12-09 11:44:31.126605: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2425.9658 - mean_squared_error: 2425.9658 - val_loss: 906.9336 - val_mean_squared_error: 906.9336 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 121.1140 - mean_squared_error: 121.1140 - val_loss: 978.2647 - val_mean_squared_error: 978.2646 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 55.9471 - mean_squared_error: 55.9471 - val_loss: 1414.1337 - val_mean_squared_error: 1414.1337 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 51.9535 - mean_squared_error: 51.9535 - val_loss: 1863.6248 - val_mean_squared_error: 1863.6248 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 45.6101 - mean_squared_error: 45.6101 - val_loss: 2290.5662 - val_mean_squared_error: 2290.5662 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0157 - mean_squared_error: 44.0157 - val_loss: 2372.6841 - val_mean_squared_error: 2372.6841 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 49.9795 - mean_squared_error: 49.9795 - val_loss: 2429.6375 - val_mean_squared_error: 2429.6375 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 45.8971 - mean_squared_error: 45.8971 - val_loss: 2275.0696 - val_mean_squared_error: 2275.0696 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9526 - mean_squared_error: 44.9526 - val_loss: 2298.6702 - val_mean_squared_error: 2298.6702 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 38.8829 - mean_squared_error: 38.8829 - val_loss: 2159.0002 - val_mean_squared_error: 2159.0002 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5605 - mean_squared_error: 44.5605 - val_loss: 2100.8359 - val_mean_squared_error: 2100.8359 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8222 - mean_squared_error: 41.8222 - val_loss: 2033.4471 - val_mean_squared_error: 2033.4471 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.1239 - mean_squared_error: 42.1239 - val_loss: 2108.3538 - val_mean_squared_error: 2108.3535 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8993 - mean_squared_error: 37.8993 - val_loss: 2283.9470 - val_mean_squared_error: 2283.9470 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 35.7735 - mean_squared_error: 35.7735 - val_loss: 2169.4290 - val_mean_squared_error: 2169.4290 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7394 - mean_squared_error: 35.7394 - val_loss: 1969.9314 - val_mean_squared_error: 1969.9314 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3827 - mean_squared_error: 43.3827 - val_loss: 2133.2612 - val_mean_squared_error: 2133.2612 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9074 - mean_squared_error: 39.9074 - val_loss: 2086.8770 - val_mean_squared_error: 2086.8770 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4948 - mean_squared_error: 46.4948 - val_loss: 2071.0872 - val_mean_squared_error: 2071.0872 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2772 - mean_squared_error: 44.2772 - val_loss: 1814.3591 - val_mean_squared_error: 1814.3591 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7199 - mean_squared_error: 40.7199 - val_loss: 1898.0376 - val_mean_squared_error: 1898.0376 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5000 - mean_squared_error: 41.5000 - val_loss: 1905.8715 - val_mean_squared_error: 1905.8715 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 47.4777 - mean_squared_error: 47.4777 - val_loss: 1748.7109 - val_mean_squared_error: 1748.7109 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0474 - mean_squared_error: 44.0474 - val_loss: 1851.0269 - val_mean_squared_error: 1851.0269 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9713 - mean_squared_error: 44.9713 - val_loss: 1718.7821 - val_mean_squared_error: 1718.7821
2022-12-09 11:44:49.755343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005764334791594577 Generation: 18 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:44:50.306375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2390.6396 - mean_squared_error: 2390.6396
2022-12-09 11:44:55.734430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2390.6396 - mean_squared_error: 2390.6396 - val_loss: 927.8461 - val_mean_squared_error: 927.8461 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 122.8590 - mean_squared_error: 122.8590 - val_loss: 1107.8759 - val_mean_squared_error: 1107.8759 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 58.3722 - mean_squared_error: 58.3722 - val_loss: 1620.5264 - val_mean_squared_error: 1620.5264 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 50.7685 - mean_squared_error: 50.7685 - val_loss: 2266.6560 - val_mean_squared_error: 2266.6560 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 47.2122 - mean_squared_error: 47.2122 - val_loss: 2575.1125 - val_mean_squared_error: 2575.1125 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 55.8902 - mean_squared_error: 55.8902 - val_loss: 2715.3120 - val_mean_squared_error: 2715.3120 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1462 - mean_squared_error: 40.1462 - val_loss: 2714.1819 - val_mean_squared_error: 2714.1819 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7171 - mean_squared_error: 41.7171 - val_loss: 2773.8838 - val_mean_squared_error: 2773.8838 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.5864 - mean_squared_error: 44.5864 - val_loss: 2741.9800 - val_mean_squared_error: 2741.9797 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2824 - mean_squared_error: 40.2824 - val_loss: 2719.6648 - val_mean_squared_error: 2719.6648 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4281 - mean_squared_error: 41.4281 - val_loss: 2742.3987 - val_mean_squared_error: 2742.3987 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1085 - mean_squared_error: 40.1085 - val_loss: 2638.1667 - val_mean_squared_error: 2638.1667 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9615 - mean_squared_error: 45.9615 - val_loss: 2701.6111 - val_mean_squared_error: 2701.6111 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 49.0224 - mean_squared_error: 49.0224 - val_loss: 2514.1648 - val_mean_squared_error: 2514.1648 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1845 - mean_squared_error: 37.1845 - val_loss: 2652.0410 - val_mean_squared_error: 2652.0410 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0823 - mean_squared_error: 40.0823 - val_loss: 2636.1321 - val_mean_squared_error: 2636.1321 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3920 - mean_squared_error: 42.3920 - val_loss: 2572.2773 - val_mean_squared_error: 2572.2773 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8514 - mean_squared_error: 45.8514 - val_loss: 2562.5444 - val_mean_squared_error: 2562.5444 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7851 - mean_squared_error: 35.7851 - val_loss: 2571.2227 - val_mean_squared_error: 2571.2227 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6949 - mean_squared_error: 39.6949 - val_loss: 2525.5024 - val_mean_squared_error: 2525.5024 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6048 - mean_squared_error: 45.6048 - val_loss: 2519.2913 - val_mean_squared_error: 2519.2913 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 49.1006 - mean_squared_error: 49.1006 - val_loss: 2427.2285 - val_mean_squared_error: 2427.2285 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5198 - mean_squared_error: 38.5198 - val_loss: 2407.1360 - val_mean_squared_error: 2407.1357 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1937 - mean_squared_error: 43.1937 - val_loss: 2332.8496 - val_mean_squared_error: 2332.8496 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5200 - mean_squared_error: 42.5200 - val_loss: 2247.1245 - val_mean_squared_error: 2247.1245
2022-12-09 11:45:14.289128: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:45:14.862394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.4463 - mean_squared_error: 2406.4463
2022-12-09 11:45:20.319282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2406.4463 - mean_squared_error: 2406.4463 - val_loss: 926.9412 - val_mean_squared_error: 926.9412 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 127.2811 - mean_squared_error: 127.2811 - val_loss: 1286.3481 - val_mean_squared_error: 1286.3481 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 58.5898 - mean_squared_error: 58.5898 - val_loss: 1970.6021 - val_mean_squared_error: 1970.6021 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 56.8386 - mean_squared_error: 56.8386 - val_loss: 2227.7053 - val_mean_squared_error: 2227.7053 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 44.5174 - mean_squared_error: 44.5174 - val_loss: 2315.4675 - val_mean_squared_error: 2315.4675 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 45.7191 - mean_squared_error: 45.7191 - val_loss: 2442.6782 - val_mean_squared_error: 2442.6782 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 47.1260 - mean_squared_error: 47.1260 - val_loss: 2463.6145 - val_mean_squared_error: 2463.6145 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 43.5654 - mean_squared_error: 43.5654 - val_loss: 2357.1382 - val_mean_squared_error: 2357.1382 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6844 - mean_squared_error: 41.6844 - val_loss: 2398.8740 - val_mean_squared_error: 2398.8740 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 48.8983 - mean_squared_error: 48.8983 - val_loss: 2343.7195 - val_mean_squared_error: 2343.7195 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 41.7625 - mean_squared_error: 41.7625 - val_loss: 2240.4321 - val_mean_squared_error: 2240.4321 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 45.8272 - mean_squared_error: 45.8272 - val_loss: 2273.9285 - val_mean_squared_error: 2273.9285 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1388 - mean_squared_error: 40.1388 - val_loss: 2046.7581 - val_mean_squared_error: 2046.7581 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3750 - mean_squared_error: 43.3750 - val_loss: 2168.9231 - val_mean_squared_error: 2168.9231 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6543 - mean_squared_error: 38.6543 - val_loss: 2123.5549 - val_mean_squared_error: 2123.5549 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8944 - mean_squared_error: 39.8944 - val_loss: 2159.1426 - val_mean_squared_error: 2159.1426 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2387 - mean_squared_error: 46.2387 - val_loss: 2007.4602 - val_mean_squared_error: 2007.4600 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0390 - mean_squared_error: 45.0390 - val_loss: 2076.6853 - val_mean_squared_error: 2076.6853 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.4174 - mean_squared_error: 44.4174 - val_loss: 2001.9475 - val_mean_squared_error: 2001.9475 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 36.6414 - mean_squared_error: 36.6414 - val_loss: 1960.5385 - val_mean_squared_error: 1960.5385 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8084 - mean_squared_error: 46.8084 - val_loss: 1999.5603 - val_mean_squared_error: 1999.5603 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3875 - mean_squared_error: 37.3875 - val_loss: 1954.6814 - val_mean_squared_error: 1954.6814 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9647 - mean_squared_error: 39.9647 - val_loss: 1909.0918 - val_mean_squared_error: 1909.0918 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7177 - mean_squared_error: 42.7177 - val_loss: 1801.4863 - val_mean_squared_error: 1801.4863 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 46.3654 - mean_squared_error: 46.3654 - val_loss: 1534.9304 - val_mean_squared_error: 1534.9304
2022-12-09 11:45:38.945386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:45:39.552529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.5251 - mean_squared_error: 2439.5251
2022-12-09 11:45:44.985476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2439.5251 - mean_squared_error: 2439.5251 - val_loss: 1021.2103 - val_mean_squared_error: 1021.2103 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 131.5174 - mean_squared_error: 131.5174 - val_loss: 1107.1804 - val_mean_squared_error: 1107.1804 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 60.0236 - mean_squared_error: 60.0236 - val_loss: 1508.6399 - val_mean_squared_error: 1508.6399 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 55.0061 - mean_squared_error: 55.0061 - val_loss: 2353.6982 - val_mean_squared_error: 2353.6982 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 57.6114 - mean_squared_error: 57.6114 - val_loss: 2490.1802 - val_mean_squared_error: 2490.1802 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6642 - mean_squared_error: 48.6642 - val_loss: 2640.9634 - val_mean_squared_error: 2640.9634 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 44.6324 - mean_squared_error: 44.6324 - val_loss: 2632.9949 - val_mean_squared_error: 2632.9949 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.6694 - mean_squared_error: 46.6694 - val_loss: 2647.6868 - val_mean_squared_error: 2647.6868 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 47.7810 - mean_squared_error: 47.7810 - val_loss: 2640.3794 - val_mean_squared_error: 2640.3794 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 45.2814 - mean_squared_error: 45.2814 - val_loss: 2555.1946 - val_mean_squared_error: 2555.1946 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0762 - mean_squared_error: 38.0762 - val_loss: 2509.2402 - val_mean_squared_error: 2509.2402 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 35.2313 - mean_squared_error: 35.2313 - val_loss: 2540.2727 - val_mean_squared_error: 2540.2725 Epoch 13/25 81/81 [==============================] - 1s 11ms/step - loss: 40.4062 - mean_squared_error: 40.4062 - val_loss: 2591.0879 - val_mean_squared_error: 2591.0879 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4614 - mean_squared_error: 42.4614 - val_loss: 2411.3901 - val_mean_squared_error: 2411.3901 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9999 - mean_squared_error: 39.9999 - val_loss: 2436.5779 - val_mean_squared_error: 2436.5779 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3002 - mean_squared_error: 38.3002 - val_loss: 2631.3987 - val_mean_squared_error: 2631.3987 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9878 - mean_squared_error: 37.9878 - val_loss: 2512.0229 - val_mean_squared_error: 2512.0229 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 36.3445 - mean_squared_error: 36.3445 - val_loss: 2466.7874 - val_mean_squared_error: 2466.7874 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6731 - mean_squared_error: 43.6731 - val_loss: 2265.4570 - val_mean_squared_error: 2265.4570 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4373 - mean_squared_error: 40.4373 - val_loss: 2474.7612 - val_mean_squared_error: 2474.7612 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2266 - mean_squared_error: 44.2266 - val_loss: 2366.1392 - val_mean_squared_error: 2366.1392 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0548 - mean_squared_error: 39.0548 - val_loss: 2345.5359 - val_mean_squared_error: 2345.5359 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5910 - mean_squared_error: 44.5910 - val_loss: 2460.7246 - val_mean_squared_error: 2460.7246 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6653 - mean_squared_error: 37.6653 - val_loss: 2303.8706 - val_mean_squared_error: 2303.8706 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2516 - mean_squared_error: 39.2516 - val_loss: 2221.4556 - val_mean_squared_error: 2221.4556
2022-12-09 11:46:03.553233: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/25
2022-12-09 11:46:04.125141: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2373.3625 - mean_squared_error: 2373.3625
2022-12-09 11:46:09.619215: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2373.3625 - mean_squared_error: 2373.3625 - val_loss: 674.7832 - val_mean_squared_error: 674.7832 Epoch 2/25 81/81 [==============================] - 1s 10ms/step - loss: 103.0354 - mean_squared_error: 103.0354 - val_loss: 1002.9388 - val_mean_squared_error: 1002.9388 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 68.8648 - mean_squared_error: 68.8648 - val_loss: 1944.8706 - val_mean_squared_error: 1944.8706 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 66.1002 - mean_squared_error: 66.1002 - val_loss: 2471.9307 - val_mean_squared_error: 2471.9307 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 47.6689 - mean_squared_error: 47.6689 - val_loss: 2557.6018 - val_mean_squared_error: 2557.6018 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2251 - mean_squared_error: 44.2251 - val_loss: 2596.0530 - val_mean_squared_error: 2596.0530 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3726 - mean_squared_error: 39.3726 - val_loss: 2465.9619 - val_mean_squared_error: 2465.9619 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 37.3181 - mean_squared_error: 37.3181 - val_loss: 2535.3020 - val_mean_squared_error: 2535.3020 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 42.6503 - mean_squared_error: 42.6503 - val_loss: 2464.6689 - val_mean_squared_error: 2464.6689 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6640 - mean_squared_error: 44.6640 - val_loss: 2434.5251 - val_mean_squared_error: 2434.5251 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1891 - mean_squared_error: 37.1891 - val_loss: 2366.7761 - val_mean_squared_error: 2366.7761 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9041 - mean_squared_error: 36.9041 - val_loss: 2341.8130 - val_mean_squared_error: 2341.8130 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 34.5803 - mean_squared_error: 34.5803 - val_loss: 2342.9055 - val_mean_squared_error: 2342.9055 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 33.7154 - mean_squared_error: 33.7154 - val_loss: 2278.8040 - val_mean_squared_error: 2278.8040 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4427 - mean_squared_error: 39.4427 - val_loss: 2260.1406 - val_mean_squared_error: 2260.1406 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9206 - mean_squared_error: 35.9206 - val_loss: 2278.2153 - val_mean_squared_error: 2278.2153 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0577 - mean_squared_error: 42.0577 - val_loss: 2231.4153 - val_mean_squared_error: 2231.4153 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4379 - mean_squared_error: 36.4379 - val_loss: 2223.2207 - val_mean_squared_error: 2223.2207 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 34.8322 - mean_squared_error: 34.8322 - val_loss: 2219.9099 - val_mean_squared_error: 2219.9099 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9454 - mean_squared_error: 38.9454 - val_loss: 2173.8110 - val_mean_squared_error: 2173.8110 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5564 - mean_squared_error: 38.5564 - val_loss: 2088.5193 - val_mean_squared_error: 2088.5193 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 33.3639 - mean_squared_error: 33.3639 - val_loss: 2146.5171 - val_mean_squared_error: 2146.5171 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 42.7536 - mean_squared_error: 42.7536 - val_loss: 2151.4167 - val_mean_squared_error: 2151.4165 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2277 - mean_squared_error: 37.2277 - val_loss: 2081.4517 - val_mean_squared_error: 2081.4517 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0644 - mean_squared_error: 36.0644 - val_loss: 2120.3921 - val_mean_squared_error: 2120.3921
2022-12-09 11:46:28.265115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:46:28.906082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2407.1917 - mean_squared_error: 2407.1917
2022-12-09 11:46:34.404778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2407.1917 - mean_squared_error: 2407.1917 - val_loss: 1013.3718 - val_mean_squared_error: 1013.3718 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 188.5223 - mean_squared_error: 188.5223 - val_loss: 1484.4098 - val_mean_squared_error: 1484.4098 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 93.3929 - mean_squared_error: 93.3929 - val_loss: 1707.6029 - val_mean_squared_error: 1707.6028 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 66.1419 - mean_squared_error: 66.1419 - val_loss: 1965.7356 - val_mean_squared_error: 1965.7356 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 60.0292 - mean_squared_error: 60.0292 - val_loss: 2134.6155 - val_mean_squared_error: 2134.6155 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 53.4847 - mean_squared_error: 53.4847 - val_loss: 2429.3313 - val_mean_squared_error: 2429.3313 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 50.6276 - mean_squared_error: 50.6276 - val_loss: 2492.2690 - val_mean_squared_error: 2492.2690 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 48.1933 - mean_squared_error: 48.1933 - val_loss: 2527.8564 - val_mean_squared_error: 2527.8564 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3546 - mean_squared_error: 38.3546 - val_loss: 2369.0334 - val_mean_squared_error: 2369.0334 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 45.0854 - mean_squared_error: 45.0854 - val_loss: 2498.0645 - val_mean_squared_error: 2498.0642 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7907 - mean_squared_error: 46.7907 - val_loss: 2497.9092 - val_mean_squared_error: 2497.9092 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0392 - mean_squared_error: 40.0392 - val_loss: 2483.9614 - val_mean_squared_error: 2483.9614 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7886 - mean_squared_error: 41.7886 - val_loss: 2385.0161 - val_mean_squared_error: 2385.0161 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 48.3826 - mean_squared_error: 48.3826 - val_loss: 2440.1282 - val_mean_squared_error: 2440.1282 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 35.6878 - mean_squared_error: 35.6878 - val_loss: 2372.9856 - val_mean_squared_error: 2372.9856 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 36.8037 - mean_squared_error: 36.8037 - val_loss: 2279.6189 - val_mean_squared_error: 2279.6189 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0476 - mean_squared_error: 36.0476 - val_loss: 2447.0125 - val_mean_squared_error: 2447.0125 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 52.4710 - mean_squared_error: 52.4710 - val_loss: 2419.3818 - val_mean_squared_error: 2419.3818 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0633 - mean_squared_error: 46.0633 - val_loss: 2089.4973 - val_mean_squared_error: 2089.4973 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8974 - mean_squared_error: 41.8974 - val_loss: 2352.5657 - val_mean_squared_error: 2352.5657 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7789 - mean_squared_error: 35.7789 - val_loss: 2307.7007 - val_mean_squared_error: 2307.7007 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3609 - mean_squared_error: 41.3609 - val_loss: 2297.5632 - val_mean_squared_error: 2297.5632 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2869 - mean_squared_error: 34.2869 - val_loss: 2223.8105 - val_mean_squared_error: 2223.8105 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 35.1751 - mean_squared_error: 35.1751 - val_loss: 2204.1057 - val_mean_squared_error: 2204.1057 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2351 - mean_squared_error: 43.2351 - val_loss: 2146.8660 - val_mean_squared_error: 2146.8660
2022-12-09 11:46:52.907437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.000643712102531513 Generation: 19 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:46:53.611851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2398.0310 - mean_squared_error: 2398.0310
2022-12-09 11:46:59.113123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2398.0310 - mean_squared_error: 2398.0310 - val_loss: 943.6326 - val_mean_squared_error: 943.6326 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 104.6281 - mean_squared_error: 104.6281 - val_loss: 1097.4720 - val_mean_squared_error: 1097.4720 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 59.6296 - mean_squared_error: 59.6296 - val_loss: 1754.8969 - val_mean_squared_error: 1754.8969 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 47.1686 - mean_squared_error: 47.1686 - val_loss: 2077.8384 - val_mean_squared_error: 2077.8384 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 49.3775 - mean_squared_error: 49.3775 - val_loss: 2273.7705 - val_mean_squared_error: 2273.7705 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 43.3258 - mean_squared_error: 43.3258 - val_loss: 2081.7112 - val_mean_squared_error: 2081.7112 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 49.1536 - mean_squared_error: 49.1536 - val_loss: 1812.1140 - val_mean_squared_error: 1812.1140 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 41.8891 - mean_squared_error: 41.8891 - val_loss: 1908.5518 - val_mean_squared_error: 1908.5515 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7900 - mean_squared_error: 39.7900 - val_loss: 1849.9762 - val_mean_squared_error: 1849.9762 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1848 - mean_squared_error: 38.1848 - val_loss: 1840.0756 - val_mean_squared_error: 1840.0753 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7243 - mean_squared_error: 42.7243 - val_loss: 1681.0948 - val_mean_squared_error: 1681.0948 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2762 - mean_squared_error: 39.2762 - val_loss: 1690.1621 - val_mean_squared_error: 1690.1621 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0106 - mean_squared_error: 37.0106 - val_loss: 1426.1466 - val_mean_squared_error: 1426.1466 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7131 - mean_squared_error: 37.7131 - val_loss: 1534.0045 - val_mean_squared_error: 1534.0045 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8623 - mean_squared_error: 42.8623 - val_loss: 1660.9928 - val_mean_squared_error: 1660.9928 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0529 - mean_squared_error: 42.0529 - val_loss: 1616.7477 - val_mean_squared_error: 1616.7477 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 44.4642 - mean_squared_error: 44.4642 - val_loss: 1460.2555 - val_mean_squared_error: 1460.2555 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.9918 - mean_squared_error: 46.9918 - val_loss: 1392.9796 - val_mean_squared_error: 1392.9796 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2367 - mean_squared_error: 36.2367 - val_loss: 1306.5358 - val_mean_squared_error: 1306.5358 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 41.5278 - mean_squared_error: 41.5278 - val_loss: 1523.4557 - val_mean_squared_error: 1523.4556 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6660 - mean_squared_error: 43.6660 - val_loss: 1380.7324 - val_mean_squared_error: 1380.7324 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2234 - mean_squared_error: 39.2234 - val_loss: 1376.4586 - val_mean_squared_error: 1376.4586 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 48.7320 - mean_squared_error: 48.7320 - val_loss: 1316.4978 - val_mean_squared_error: 1316.4978 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5607 - mean_squared_error: 44.5607 - val_loss: 1281.2067 - val_mean_squared_error: 1281.2067 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1868 - mean_squared_error: 42.1868 - val_loss: 1427.2009 - val_mean_squared_error: 1427.2009
2022-12-09 11:47:17.825940: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/25
2022-12-09 11:47:18.506485: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2345.4160 - mean_squared_error: 2345.4160
2022-12-09 11:47:24.024589: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2345.4160 - mean_squared_error: 2345.4160 - val_loss: 624.8228 - val_mean_squared_error: 624.8228 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 98.2945 - mean_squared_error: 98.2945 - val_loss: 868.0287 - val_mean_squared_error: 868.0287 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 67.5899 - mean_squared_error: 67.5899 - val_loss: 2139.0508 - val_mean_squared_error: 2139.0508 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 53.3120 - mean_squared_error: 53.3120 - val_loss: 2418.6433 - val_mean_squared_error: 2418.6433 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 51.6148 - mean_squared_error: 51.6148 - val_loss: 2547.6157 - val_mean_squared_error: 2547.6157 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 49.2422 - mean_squared_error: 49.2422 - val_loss: 2573.7800 - val_mean_squared_error: 2573.7800 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3628 - mean_squared_error: 41.3628 - val_loss: 2484.8833 - val_mean_squared_error: 2484.8833 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 40.0429 - mean_squared_error: 40.0429 - val_loss: 2525.1831 - val_mean_squared_error: 2525.1831 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 35.4270 - mean_squared_error: 35.4270 - val_loss: 2457.6082 - val_mean_squared_error: 2457.6082 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2960 - mean_squared_error: 34.2960 - val_loss: 2547.4863 - val_mean_squared_error: 2547.4863 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 36.8554 - mean_squared_error: 36.8554 - val_loss: 2496.6223 - val_mean_squared_error: 2496.6223 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5928 - mean_squared_error: 43.5928 - val_loss: 2270.1323 - val_mean_squared_error: 2270.1323 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 31.7790 - mean_squared_error: 31.7790 - val_loss: 2264.3528 - val_mean_squared_error: 2264.3528 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 34.5436 - mean_squared_error: 34.5436 - val_loss: 2383.5996 - val_mean_squared_error: 2383.5996 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 34.1682 - mean_squared_error: 34.1682 - val_loss: 2362.9578 - val_mean_squared_error: 2362.9578 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5694 - mean_squared_error: 40.5694 - val_loss: 2347.1194 - val_mean_squared_error: 2347.1194 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6973 - mean_squared_error: 34.6973 - val_loss: 2320.2573 - val_mean_squared_error: 2320.2573 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 33.2088 - mean_squared_error: 33.2088 - val_loss: 2287.8904 - val_mean_squared_error: 2287.8904 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7744 - mean_squared_error: 41.7744 - val_loss: 2221.9353 - val_mean_squared_error: 2221.9353 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6095 - mean_squared_error: 41.6095 - val_loss: 2316.7871 - val_mean_squared_error: 2316.7871 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 46.2726 - mean_squared_error: 46.2726 - val_loss: 2276.1404 - val_mean_squared_error: 2276.1404 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8069 - mean_squared_error: 38.8069 - val_loss: 2237.1155 - val_mean_squared_error: 2237.1155 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0423 - mean_squared_error: 39.0423 - val_loss: 2136.2134 - val_mean_squared_error: 2136.2134 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7056 - mean_squared_error: 33.7056 - val_loss: 2123.7205 - val_mean_squared_error: 2123.7205 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.7159 - mean_squared_error: 34.7159 - val_loss: 2230.8323 - val_mean_squared_error: 2230.8323
2022-12-09 11:47:42.997966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:47:43.675491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2469.4954 - mean_squared_error: 2469.4954
2022-12-09 11:47:49.334129: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2469.4954 - mean_squared_error: 2469.4954 - val_loss: 941.2520 - val_mean_squared_error: 941.2520 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 191.0365 - mean_squared_error: 191.0365 - val_loss: 1432.5969 - val_mean_squared_error: 1432.5969 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 88.4809 - mean_squared_error: 88.4809 - val_loss: 1607.4407 - val_mean_squared_error: 1607.4407 Epoch 4/25 81/81 [==============================] - 1s 8ms/step - loss: 66.8135 - mean_squared_error: 66.8135 - val_loss: 1742.8289 - val_mean_squared_error: 1742.8289 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 57.7974 - mean_squared_error: 57.7974 - val_loss: 1845.7119 - val_mean_squared_error: 1845.7119 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 48.2480 - mean_squared_error: 48.2480 - val_loss: 2266.0149 - val_mean_squared_error: 2266.0149 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 47.5691 - mean_squared_error: 47.5691 - val_loss: 2080.3005 - val_mean_squared_error: 2080.3005 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.0132 - mean_squared_error: 46.0132 - val_loss: 2266.3486 - val_mean_squared_error: 2266.3486 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 40.5670 - mean_squared_error: 40.5670 - val_loss: 2306.2915 - val_mean_squared_error: 2306.2915 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5118 - mean_squared_error: 44.5118 - val_loss: 2258.0769 - val_mean_squared_error: 2258.0769 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9416 - mean_squared_error: 40.9416 - val_loss: 1976.0493 - val_mean_squared_error: 1976.0493 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3908 - mean_squared_error: 40.3908 - val_loss: 2228.4482 - val_mean_squared_error: 2228.4482 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1262 - mean_squared_error: 41.1262 - val_loss: 2153.4070 - val_mean_squared_error: 2153.4070 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 35.0980 - mean_squared_error: 35.0980 - val_loss: 2074.2139 - val_mean_squared_error: 2074.2139 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9519 - mean_squared_error: 37.9519 - val_loss: 2158.0056 - val_mean_squared_error: 2158.0056 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5185 - mean_squared_error: 42.5185 - val_loss: 2092.5049 - val_mean_squared_error: 2092.5049 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 42.2297 - mean_squared_error: 42.2297 - val_loss: 2017.8326 - val_mean_squared_error: 2017.8326 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8958 - mean_squared_error: 36.8958 - val_loss: 1949.7393 - val_mean_squared_error: 1949.7390 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4200 - mean_squared_error: 37.4200 - val_loss: 1919.9353 - val_mean_squared_error: 1919.9353 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8232 - mean_squared_error: 39.8232 - val_loss: 2150.4236 - val_mean_squared_error: 2150.4236 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6335 - mean_squared_error: 40.6335 - val_loss: 2017.6259 - val_mean_squared_error: 2017.6259 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 48.7481 - mean_squared_error: 48.7481 - val_loss: 1915.6729 - val_mean_squared_error: 1915.6729 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 42.2910 - mean_squared_error: 42.2910 - val_loss: 1987.4211 - val_mean_squared_error: 1987.4211 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 49.2939 - mean_squared_error: 49.2939 - val_loss: 1703.1497 - val_mean_squared_error: 1703.1497 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2072 - mean_squared_error: 43.2072 - val_loss: 1942.2928 - val_mean_squared_error: 1942.2928
2022-12-09 11:48:07.880985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:48:08.450187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2464.4314 - mean_squared_error: 2464.4314
2022-12-09 11:48:13.920902: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2464.4314 - mean_squared_error: 2464.4314 - val_loss: 1009.6376 - val_mean_squared_error: 1009.6376 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 133.5812 - mean_squared_error: 133.5812 - val_loss: 1265.3229 - val_mean_squared_error: 1265.3229 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 65.0907 - mean_squared_error: 65.0907 - val_loss: 1819.7081 - val_mean_squared_error: 1819.7081 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 52.1047 - mean_squared_error: 52.1047 - val_loss: 2387.6274 - val_mean_squared_error: 2387.6274 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 48.8675 - mean_squared_error: 48.8675 - val_loss: 2594.4053 - val_mean_squared_error: 2594.4053 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 59.2664 - mean_squared_error: 59.2664 - val_loss: 2573.8848 - val_mean_squared_error: 2573.8848 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 49.0685 - mean_squared_error: 49.0685 - val_loss: 2631.9580 - val_mean_squared_error: 2631.9580 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 48.6618 - mean_squared_error: 48.6618 - val_loss: 2736.4407 - val_mean_squared_error: 2736.4404 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0956 - mean_squared_error: 41.0956 - val_loss: 2637.6868 - val_mean_squared_error: 2637.6868 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0007 - mean_squared_error: 44.0007 - val_loss: 2665.7161 - val_mean_squared_error: 2665.7161 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6007 - mean_squared_error: 45.6007 - val_loss: 2594.8774 - val_mean_squared_error: 2594.8774 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7878 - mean_squared_error: 46.7878 - val_loss: 2664.9189 - val_mean_squared_error: 2664.9189 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1722 - mean_squared_error: 37.1722 - val_loss: 2626.9043 - val_mean_squared_error: 2626.9043 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6722 - mean_squared_error: 40.6722 - val_loss: 2569.8889 - val_mean_squared_error: 2569.8889 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0780 - mean_squared_error: 43.0780 - val_loss: 2610.4509 - val_mean_squared_error: 2610.4509 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.4070 - mean_squared_error: 44.4070 - val_loss: 2595.8904 - val_mean_squared_error: 2595.8904 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9786 - mean_squared_error: 38.9786 - val_loss: 2548.3330 - val_mean_squared_error: 2548.3330 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.1254 - mean_squared_error: 42.1254 - val_loss: 2487.4634 - val_mean_squared_error: 2487.4634 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1341 - mean_squared_error: 38.1341 - val_loss: 2418.7854 - val_mean_squared_error: 2418.7854 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6929 - mean_squared_error: 39.6929 - val_loss: 2431.1675 - val_mean_squared_error: 2431.1675 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3779 - mean_squared_error: 42.3779 - val_loss: 2355.4397 - val_mean_squared_error: 2355.4397 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4849 - mean_squared_error: 37.4849 - val_loss: 2414.6604 - val_mean_squared_error: 2414.6604 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3621 - mean_squared_error: 38.3621 - val_loss: 2360.7319 - val_mean_squared_error: 2360.7319 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 48.7225 - mean_squared_error: 48.7225 - val_loss: 2302.8062 - val_mean_squared_error: 2302.8062 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9345 - mean_squared_error: 40.9345 - val_loss: 2445.7234 - val_mean_squared_error: 2445.7234
2022-12-09 11:48:32.605599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 11:48:33.272078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2370.8894 - mean_squared_error: 2370.8894
2022-12-09 11:48:38.865990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2370.8894 - mean_squared_error: 2370.8894 - val_loss: 684.0031 - val_mean_squared_error: 684.0031 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 119.8692 - mean_squared_error: 119.8692 - val_loss: 1057.4727 - val_mean_squared_error: 1057.4727 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 65.7565 - mean_squared_error: 65.7565 - val_loss: 1949.7876 - val_mean_squared_error: 1949.7876 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 45.1027 - mean_squared_error: 45.1027 - val_loss: 2458.1653 - val_mean_squared_error: 2458.1653 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 45.1996 - mean_squared_error: 45.1996 - val_loss: 2738.0811 - val_mean_squared_error: 2738.0811 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 42.5865 - mean_squared_error: 42.5865 - val_loss: 2835.3977 - val_mean_squared_error: 2835.3975 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 42.9294 - mean_squared_error: 42.9294 - val_loss: 2817.0581 - val_mean_squared_error: 2817.0581 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0815 - mean_squared_error: 44.0815 - val_loss: 2826.4482 - val_mean_squared_error: 2826.4482 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4495 - mean_squared_error: 41.4495 - val_loss: 2790.1091 - val_mean_squared_error: 2790.1091 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2753 - mean_squared_error: 41.2753 - val_loss: 2802.4944 - val_mean_squared_error: 2802.4944 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7158 - mean_squared_error: 45.7158 - val_loss: 2771.0681 - val_mean_squared_error: 2771.0681 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 47.4803 - mean_squared_error: 47.4803 - val_loss: 2703.2437 - val_mean_squared_error: 2703.2437 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0576 - mean_squared_error: 36.0576 - val_loss: 2744.8093 - val_mean_squared_error: 2744.8093 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7913 - mean_squared_error: 42.7913 - val_loss: 2799.2793 - val_mean_squared_error: 2799.2793 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6109 - mean_squared_error: 44.6109 - val_loss: 2761.8162 - val_mean_squared_error: 2761.8162 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3411 - mean_squared_error: 35.3411 - val_loss: 2698.6404 - val_mean_squared_error: 2698.6404 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4709 - mean_squared_error: 34.4709 - val_loss: 2703.9424 - val_mean_squared_error: 2703.9424 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2335 - mean_squared_error: 40.2335 - val_loss: 2762.6348 - val_mean_squared_error: 2762.6348 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3116 - mean_squared_error: 42.3116 - val_loss: 2720.8989 - val_mean_squared_error: 2720.8989 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4221 - mean_squared_error: 40.4221 - val_loss: 2673.1748 - val_mean_squared_error: 2673.1748 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 39.5761 - mean_squared_error: 39.5761 - val_loss: 2626.5237 - val_mean_squared_error: 2626.5237 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9001 - mean_squared_error: 40.9001 - val_loss: 2681.3130 - val_mean_squared_error: 2681.3130 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6765 - mean_squared_error: 43.6765 - val_loss: 2575.3501 - val_mean_squared_error: 2575.3501 Epoch 24/25 81/81 [==============================] - 1s 10ms/step - loss: 41.6655 - mean_squared_error: 41.6655 - val_loss: 2526.7090 - val_mean_squared_error: 2526.7090 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6091 - mean_squared_error: 38.6091 - val_loss: 2582.0002 - val_mean_squared_error: 2582.0002
2022-12-09 11:48:57.499884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006907354885608695 Generation: 20 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:48:58.089610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2418.5417 - mean_squared_error: 2418.5417
2022-12-09 11:49:03.675702: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2418.5417 - mean_squared_error: 2418.5417 - val_loss: 908.4581 - val_mean_squared_error: 908.4581 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 120.4507 - mean_squared_error: 120.4507 - val_loss: 1221.4526 - val_mean_squared_error: 1221.4526 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 62.7490 - mean_squared_error: 62.7490 - val_loss: 2087.9280 - val_mean_squared_error: 2087.9280 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 56.6693 - mean_squared_error: 56.6693 - val_loss: 2517.3579 - val_mean_squared_error: 2517.3579 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 48.3755 - mean_squared_error: 48.3755 - val_loss: 2663.4773 - val_mean_squared_error: 2663.4773 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 48.2091 - mean_squared_error: 48.2091 - val_loss: 2622.2258 - val_mean_squared_error: 2622.2258 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3454 - mean_squared_error: 43.3454 - val_loss: 2773.5444 - val_mean_squared_error: 2773.5444 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0439 - mean_squared_error: 47.0439 - val_loss: 2730.8120 - val_mean_squared_error: 2730.8120 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6474 - mean_squared_error: 46.6474 - val_loss: 2632.6882 - val_mean_squared_error: 2632.6882 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 40.0168 - mean_squared_error: 40.0168 - val_loss: 2694.4109 - val_mean_squared_error: 2694.4109 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 38.8653 - mean_squared_error: 38.8653 - val_loss: 2637.6758 - val_mean_squared_error: 2637.6758 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 40.0896 - mean_squared_error: 40.0896 - val_loss: 2594.4148 - val_mean_squared_error: 2594.4148 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4904 - mean_squared_error: 36.4904 - val_loss: 2520.7781 - val_mean_squared_error: 2520.7781 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3179 - mean_squared_error: 39.3179 - val_loss: 2569.6858 - val_mean_squared_error: 2569.6858 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 45.3128 - mean_squared_error: 45.3128 - val_loss: 2479.3093 - val_mean_squared_error: 2479.3093 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0167 - mean_squared_error: 42.0167 - val_loss: 2545.6594 - val_mean_squared_error: 2545.6594 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0108 - mean_squared_error: 39.0108 - val_loss: 2554.4800 - val_mean_squared_error: 2554.4800 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8927 - mean_squared_error: 38.8927 - val_loss: 2386.8005 - val_mean_squared_error: 2386.8005 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9712 - mean_squared_error: 43.9712 - val_loss: 2380.1733 - val_mean_squared_error: 2380.1733 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9083 - mean_squared_error: 39.9083 - val_loss: 2314.1367 - val_mean_squared_error: 2314.1367 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7081 - mean_squared_error: 37.7081 - val_loss: 2410.4785 - val_mean_squared_error: 2410.4785 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7495 - mean_squared_error: 40.7495 - val_loss: 2187.0210 - val_mean_squared_error: 2187.0210 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9837 - mean_squared_error: 37.9837 - val_loss: 2283.5728 - val_mean_squared_error: 2283.5728 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 49.5053 - mean_squared_error: 49.5053 - val_loss: 2276.4070 - val_mean_squared_error: 2276.4070 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7979 - mean_squared_error: 40.7979 - val_loss: 2279.1174 - val_mean_squared_error: 2279.1174
2022-12-09 11:49:22.374668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:49:22.988800: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.9355 - mean_squared_error: 2438.9355
2022-12-09 11:49:28.596640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2438.9355 - mean_squared_error: 2438.9355 - val_loss: 908.0080 - val_mean_squared_error: 908.0080 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 202.5520 - mean_squared_error: 202.5520 - val_loss: 1448.2904 - val_mean_squared_error: 1448.2904 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 102.8015 - mean_squared_error: 102.8015 - val_loss: 1583.8776 - val_mean_squared_error: 1583.8776 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 64.7186 - mean_squared_error: 64.7186 - val_loss: 2103.2363 - val_mean_squared_error: 2103.2363 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 62.0197 - mean_squared_error: 62.0197 - val_loss: 2047.3042 - val_mean_squared_error: 2047.3042 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 62.2339 - mean_squared_error: 62.2339 - val_loss: 2089.4768 - val_mean_squared_error: 2089.4768 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 53.4284 - mean_squared_error: 53.4284 - val_loss: 2161.7241 - val_mean_squared_error: 2161.7241 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 49.4335 - mean_squared_error: 49.4335 - val_loss: 2239.7356 - val_mean_squared_error: 2239.7356 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3384 - mean_squared_error: 45.3384 - val_loss: 2136.1042 - val_mean_squared_error: 2136.1042 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 47.5670 - mean_squared_error: 47.5670 - val_loss: 2253.0725 - val_mean_squared_error: 2253.0725 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4764 - mean_squared_error: 45.4764 - val_loss: 2134.9995 - val_mean_squared_error: 2134.9995 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 44.9932 - mean_squared_error: 44.9932 - val_loss: 2089.0061 - val_mean_squared_error: 2089.0061 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6589 - mean_squared_error: 39.6589 - val_loss: 2000.6451 - val_mean_squared_error: 2000.6451 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3510 - mean_squared_error: 44.3510 - val_loss: 2140.7004 - val_mean_squared_error: 2140.7004 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1836 - mean_squared_error: 41.1836 - val_loss: 1999.5085 - val_mean_squared_error: 1999.5085 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2179 - mean_squared_error: 44.2179 - val_loss: 1946.0526 - val_mean_squared_error: 1946.0526 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3304 - mean_squared_error: 42.3304 - val_loss: 1939.0920 - val_mean_squared_error: 1939.0920 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8857 - mean_squared_error: 41.8857 - val_loss: 1738.8422 - val_mean_squared_error: 1738.8422 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 36.2365 - mean_squared_error: 36.2365 - val_loss: 1840.2788 - val_mean_squared_error: 1840.2788 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 49.9557 - mean_squared_error: 49.9557 - val_loss: 1892.5817 - val_mean_squared_error: 1892.5817 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 50.1099 - mean_squared_error: 50.1099 - val_loss: 1658.9856 - val_mean_squared_error: 1658.9856 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8430 - mean_squared_error: 37.8430 - val_loss: 1678.3900 - val_mean_squared_error: 1678.3900 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 38.2407 - mean_squared_error: 38.2407 - val_loss: 1808.3563 - val_mean_squared_error: 1808.3563 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9394 - mean_squared_error: 40.9394 - val_loss: 1555.8832 - val_mean_squared_error: 1555.8832 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1566 - mean_squared_error: 37.1566 - val_loss: 1651.9049 - val_mean_squared_error: 1651.9049
2022-12-09 11:49:47.026619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/25
2022-12-09 11:49:47.754277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.7397 - mean_squared_error: 2395.7397
2022-12-09 11:49:53.366055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2395.7397 - mean_squared_error: 2395.7397 - val_loss: 787.7606 - val_mean_squared_error: 787.7606 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 104.8361 - mean_squared_error: 104.8361 - val_loss: 1022.0611 - val_mean_squared_error: 1022.0611 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 65.4039 - mean_squared_error: 65.4039 - val_loss: 2184.4622 - val_mean_squared_error: 2184.4622 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 59.8977 - mean_squared_error: 59.8977 - val_loss: 2655.7781 - val_mean_squared_error: 2655.7781 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 54.6289 - mean_squared_error: 54.6289 - val_loss: 2791.5334 - val_mean_squared_error: 2791.5334 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2088 - mean_squared_error: 40.2088 - val_loss: 2796.6382 - val_mean_squared_error: 2796.6379 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8445 - mean_squared_error: 40.8445 - val_loss: 2750.2368 - val_mean_squared_error: 2750.2368 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0463 - mean_squared_error: 38.0463 - val_loss: 2618.1714 - val_mean_squared_error: 2618.1714 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8536 - mean_squared_error: 35.8536 - val_loss: 2700.2776 - val_mean_squared_error: 2700.2776 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 45.4876 - mean_squared_error: 45.4876 - val_loss: 2725.2053 - val_mean_squared_error: 2725.2053 Epoch 11/25 81/81 [==============================] - 1s 11ms/step - loss: 40.4435 - mean_squared_error: 40.4435 - val_loss: 2565.4978 - val_mean_squared_error: 2565.4978 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1613 - mean_squared_error: 36.1613 - val_loss: 2602.3674 - val_mean_squared_error: 2602.3674 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0827 - mean_squared_error: 38.0827 - val_loss: 2720.9282 - val_mean_squared_error: 2720.9282 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 30.3952 - mean_squared_error: 30.3952 - val_loss: 2574.6736 - val_mean_squared_error: 2574.6736 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7303 - mean_squared_error: 42.7303 - val_loss: 2640.0586 - val_mean_squared_error: 2640.0586 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9502 - mean_squared_error: 36.9502 - val_loss: 2564.6431 - val_mean_squared_error: 2564.6431 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1363 - mean_squared_error: 42.1363 - val_loss: 2564.6763 - val_mean_squared_error: 2564.6760 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7017 - mean_squared_error: 39.7017 - val_loss: 2577.9028 - val_mean_squared_error: 2577.9028 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4561 - mean_squared_error: 37.4561 - val_loss: 2604.0012 - val_mean_squared_error: 2604.0012 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2832 - mean_squared_error: 38.2832 - val_loss: 2563.5427 - val_mean_squared_error: 2563.5427 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7794 - mean_squared_error: 33.7794 - val_loss: 2545.7842 - val_mean_squared_error: 2545.7842 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 33.0966 - mean_squared_error: 33.0966 - val_loss: 2499.9966 - val_mean_squared_error: 2499.9966 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0065 - mean_squared_error: 41.0065 - val_loss: 2526.1914 - val_mean_squared_error: 2526.1914 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8655 - mean_squared_error: 39.8655 - val_loss: 2500.9409 - val_mean_squared_error: 2500.9409 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5610 - mean_squared_error: 36.5610 - val_loss: 2558.7161 - val_mean_squared_error: 2558.7161
2022-12-09 11:50:11.885508: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:50:12.514209: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2371.6792 - mean_squared_error: 2371.6792
2022-12-09 11:50:18.149352: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2371.6792 - mean_squared_error: 2371.6792 - val_loss: 1061.5494 - val_mean_squared_error: 1061.5494 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 117.6517 - mean_squared_error: 117.6517 - val_loss: 1101.7515 - val_mean_squared_error: 1101.7515 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 56.8634 - mean_squared_error: 56.8634 - val_loss: 1797.8484 - val_mean_squared_error: 1797.8484 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 54.1255 - mean_squared_error: 54.1255 - val_loss: 2455.5530 - val_mean_squared_error: 2455.5530 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 49.1875 - mean_squared_error: 49.1875 - val_loss: 2541.7612 - val_mean_squared_error: 2541.7612 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 44.2282 - mean_squared_error: 44.2282 - val_loss: 2609.2891 - val_mean_squared_error: 2609.2891 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3516 - mean_squared_error: 45.3516 - val_loss: 2646.8213 - val_mean_squared_error: 2646.8213 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 45.4495 - mean_squared_error: 45.4495 - val_loss: 2603.9988 - val_mean_squared_error: 2603.9988 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3055 - mean_squared_error: 45.3055 - val_loss: 2668.7595 - val_mean_squared_error: 2668.7595 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 48.2499 - mean_squared_error: 48.2499 - val_loss: 2538.5925 - val_mean_squared_error: 2538.5925 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 46.9707 - mean_squared_error: 46.9707 - val_loss: 2449.1426 - val_mean_squared_error: 2449.1426 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.2449 - mean_squared_error: 42.2449 - val_loss: 2419.6667 - val_mean_squared_error: 2419.6665 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2601 - mean_squared_error: 46.2601 - val_loss: 2500.6045 - val_mean_squared_error: 2500.6045 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2005 - mean_squared_error: 40.2005 - val_loss: 2470.6650 - val_mean_squared_error: 2470.6650 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5680 - mean_squared_error: 41.5680 - val_loss: 2188.4880 - val_mean_squared_error: 2188.4880 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4107 - mean_squared_error: 41.4107 - val_loss: 2405.7891 - val_mean_squared_error: 2405.7891 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4463 - mean_squared_error: 39.4463 - val_loss: 2497.1257 - val_mean_squared_error: 2497.1257 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2443 - mean_squared_error: 40.2443 - val_loss: 2456.1980 - val_mean_squared_error: 2456.1980 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1977 - mean_squared_error: 41.1977 - val_loss: 2400.1414 - val_mean_squared_error: 2400.1414 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1452 - mean_squared_error: 38.1452 - val_loss: 2386.7046 - val_mean_squared_error: 2386.7046 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 35.3263 - mean_squared_error: 35.3263 - val_loss: 2326.0825 - val_mean_squared_error: 2326.0825 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9880 - mean_squared_error: 38.9880 - val_loss: 2233.5415 - val_mean_squared_error: 2233.5415 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8469 - mean_squared_error: 38.8469 - val_loss: 2250.5806 - val_mean_squared_error: 2250.5803 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5660 - mean_squared_error: 40.5660 - val_loss: 2181.9292 - val_mean_squared_error: 2181.9292 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 37.5129 - mean_squared_error: 37.5129 - val_loss: 2151.2490 - val_mean_squared_error: 2151.2490
2022-12-09 11:50:36.887094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:50:37.488642: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.4082 - mean_squared_error: 2431.4082
2022-12-09 11:50:43.041174: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2431.4082 - mean_squared_error: 2431.4082 - val_loss: 763.1208 - val_mean_squared_error: 763.1208 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 122.8083 - mean_squared_error: 122.8083 - val_loss: 1007.9199 - val_mean_squared_error: 1007.9198 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 65.5946 - mean_squared_error: 65.5946 - val_loss: 1732.9545 - val_mean_squared_error: 1732.9545 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 59.4046 - mean_squared_error: 59.4046 - val_loss: 2269.0662 - val_mean_squared_error: 2269.0662 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 55.8739 - mean_squared_error: 55.8739 - val_loss: 2348.9563 - val_mean_squared_error: 2348.9563 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 39.5524 - mean_squared_error: 39.5524 - val_loss: 2580.4646 - val_mean_squared_error: 2580.4646 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 47.4079 - mean_squared_error: 47.4079 - val_loss: 2525.3442 - val_mean_squared_error: 2525.3442 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 38.6553 - mean_squared_error: 38.6553 - val_loss: 2631.2366 - val_mean_squared_error: 2631.2366 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6227 - mean_squared_error: 43.6227 - val_loss: 2568.1230 - val_mean_squared_error: 2568.1230 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 48.5059 - mean_squared_error: 48.5059 - val_loss: 2490.0337 - val_mean_squared_error: 2490.0337 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 38.4705 - mean_squared_error: 38.4705 - val_loss: 2451.4626 - val_mean_squared_error: 2451.4626 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0333 - mean_squared_error: 42.0333 - val_loss: 2327.1724 - val_mean_squared_error: 2327.1724 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0373 - mean_squared_error: 46.0373 - val_loss: 2481.4155 - val_mean_squared_error: 2481.4155 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2610 - mean_squared_error: 42.2610 - val_loss: 2452.5706 - val_mean_squared_error: 2452.5706 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1624 - mean_squared_error: 44.1624 - val_loss: 2436.5002 - val_mean_squared_error: 2436.5002 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0980 - mean_squared_error: 38.0980 - val_loss: 2313.4824 - val_mean_squared_error: 2313.4824 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1758 - mean_squared_error: 36.1758 - val_loss: 2245.7183 - val_mean_squared_error: 2245.7183 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9987 - mean_squared_error: 36.9987 - val_loss: 2286.3613 - val_mean_squared_error: 2286.3611 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6993 - mean_squared_error: 37.6993 - val_loss: 2201.3972 - val_mean_squared_error: 2201.3972 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 50.9302 - mean_squared_error: 50.9302 - val_loss: 2370.0303 - val_mean_squared_error: 2370.0303 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1446 - mean_squared_error: 40.1446 - val_loss: 2400.8423 - val_mean_squared_error: 2400.8423 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3212 - mean_squared_error: 44.3212 - val_loss: 2172.0591 - val_mean_squared_error: 2172.0591 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0191 - mean_squared_error: 37.0191 - val_loss: 2271.2842 - val_mean_squared_error: 2271.2842 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 36.3489 - mean_squared_error: 36.3489 - val_loss: 2308.8396 - val_mean_squared_error: 2308.8396 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 48.5367 - mean_squared_error: 48.5367 - val_loss: 2147.6067 - val_mean_squared_error: 2147.6067
2022-12-09 11:51:01.669201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005995284970991899 Generation: 21 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:51:02.295918: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.7896 - mean_squared_error: 2438.7896
2022-12-09 11:51:07.964443: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2438.7896 - mean_squared_error: 2438.7896 - val_loss: 903.7286 - val_mean_squared_error: 903.7286 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 189.5611 - mean_squared_error: 189.5611 - val_loss: 1423.9703 - val_mean_squared_error: 1423.9703 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 97.1539 - mean_squared_error: 97.1539 - val_loss: 1894.9160 - val_mean_squared_error: 1894.9160 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 68.9125 - mean_squared_error: 68.9125 - val_loss: 2105.5452 - val_mean_squared_error: 2105.5452 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 63.8328 - mean_squared_error: 63.8328 - val_loss: 2289.2405 - val_mean_squared_error: 2289.2405 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 52.8792 - mean_squared_error: 52.8792 - val_loss: 2440.0017 - val_mean_squared_error: 2440.0017 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 48.6959 - mean_squared_error: 48.6959 - val_loss: 2518.3838 - val_mean_squared_error: 2518.3838 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 51.8089 - mean_squared_error: 51.8089 - val_loss: 2375.2820 - val_mean_squared_error: 2375.2820 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 43.5793 - mean_squared_error: 43.5793 - val_loss: 2441.7002 - val_mean_squared_error: 2441.7002 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 52.9270 - mean_squared_error: 52.9270 - val_loss: 2354.6536 - val_mean_squared_error: 2354.6536 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3808 - mean_squared_error: 40.3808 - val_loss: 2414.3093 - val_mean_squared_error: 2414.3093 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0307 - mean_squared_error: 44.0307 - val_loss: 2358.9202 - val_mean_squared_error: 2358.9202 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7741 - mean_squared_error: 37.7741 - val_loss: 2201.8977 - val_mean_squared_error: 2201.8977 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 44.5289 - mean_squared_error: 44.5289 - val_loss: 2289.5901 - val_mean_squared_error: 2289.5901 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2905 - mean_squared_error: 42.2905 - val_loss: 2323.6453 - val_mean_squared_error: 2323.6453 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4518 - mean_squared_error: 40.4518 - val_loss: 2298.9988 - val_mean_squared_error: 2298.9988 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4164 - mean_squared_error: 41.4164 - val_loss: 2244.8713 - val_mean_squared_error: 2244.8713 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1634 - mean_squared_error: 45.1634 - val_loss: 1889.6740 - val_mean_squared_error: 1889.6740 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3080 - mean_squared_error: 43.3080 - val_loss: 2146.1550 - val_mean_squared_error: 2146.1550 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2059 - mean_squared_error: 39.2059 - val_loss: 1830.2855 - val_mean_squared_error: 1830.2855 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7080 - mean_squared_error: 37.7080 - val_loss: 1992.4558 - val_mean_squared_error: 1992.4558 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9854 - mean_squared_error: 36.9854 - val_loss: 2101.5586 - val_mean_squared_error: 2101.5586 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3146 - mean_squared_error: 43.3146 - val_loss: 2025.5037 - val_mean_squared_error: 2025.5037 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4813 - mean_squared_error: 38.4813 - val_loss: 1940.5045 - val_mean_squared_error: 1940.5045 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8662 - mean_squared_error: 35.8662 - val_loss: 1971.1117 - val_mean_squared_error: 1971.1117
2022-12-09 11:51:26.646974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:51:27.300754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2375.4998 - mean_squared_error: 2375.4998
2022-12-09 11:51:32.979491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2375.4998 - mean_squared_error: 2375.4998 - val_loss: 681.1367 - val_mean_squared_error: 681.1367 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 111.8453 - mean_squared_error: 111.8453 - val_loss: 847.1153 - val_mean_squared_error: 847.1152 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 59.5424 - mean_squared_error: 59.5424 - val_loss: 1805.3851 - val_mean_squared_error: 1805.3851 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 48.3978 - mean_squared_error: 48.3978 - val_loss: 2152.7986 - val_mean_squared_error: 2152.7986 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 51.1912 - mean_squared_error: 51.1912 - val_loss: 2322.0393 - val_mean_squared_error: 2322.0393 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 51.8189 - mean_squared_error: 51.8189 - val_loss: 2448.9312 - val_mean_squared_error: 2448.9312 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8313 - mean_squared_error: 46.8313 - val_loss: 2301.1863 - val_mean_squared_error: 2301.1863 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 47.7975 - mean_squared_error: 47.7975 - val_loss: 2448.7529 - val_mean_squared_error: 2448.7529 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 40.9026 - mean_squared_error: 40.9026 - val_loss: 2113.4805 - val_mean_squared_error: 2113.4805 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6607 - mean_squared_error: 43.6607 - val_loss: 2192.4644 - val_mean_squared_error: 2192.4644 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2023 - mean_squared_error: 46.2023 - val_loss: 2287.0300 - val_mean_squared_error: 2287.0300 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3023 - mean_squared_error: 38.3023 - val_loss: 2119.8074 - val_mean_squared_error: 2119.8074 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 43.8438 - mean_squared_error: 43.8438 - val_loss: 2181.8699 - val_mean_squared_error: 2181.8699 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1344 - mean_squared_error: 36.1344 - val_loss: 1971.8324 - val_mean_squared_error: 1971.8324 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 46.4829 - mean_squared_error: 46.4829 - val_loss: 2077.1780 - val_mean_squared_error: 2077.1780 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 37.2349 - mean_squared_error: 37.2349 - val_loss: 2057.3398 - val_mean_squared_error: 2057.3398 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8592 - mean_squared_error: 41.8592 - val_loss: 2158.8904 - val_mean_squared_error: 2158.8904 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0244 - mean_squared_error: 42.0244 - val_loss: 1857.1978 - val_mean_squared_error: 1857.1978 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0797 - mean_squared_error: 37.0797 - val_loss: 2092.5818 - val_mean_squared_error: 2092.5818 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2329 - mean_squared_error: 42.2329 - val_loss: 2029.4849 - val_mean_squared_error: 2029.4849 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8656 - mean_squared_error: 45.8656 - val_loss: 2140.2883 - val_mean_squared_error: 2140.2883 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0473 - mean_squared_error: 38.0473 - val_loss: 1970.5872 - val_mean_squared_error: 1970.5872 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7823 - mean_squared_error: 39.7823 - val_loss: 1962.1687 - val_mean_squared_error: 1962.1687 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7819 - mean_squared_error: 42.7819 - val_loss: 1919.8925 - val_mean_squared_error: 1919.8925 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9369 - mean_squared_error: 37.9369 - val_loss: 1739.4877 - val_mean_squared_error: 1739.4877
2022-12-09 11:51:51.604873: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:51:52.249033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2437.2595 - mean_squared_error: 2437.2595
2022-12-09 11:51:57.980116: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2437.2595 - mean_squared_error: 2437.2595 - val_loss: 1257.3419 - val_mean_squared_error: 1257.3419 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 142.6800 - mean_squared_error: 142.6800 - val_loss: 1273.6436 - val_mean_squared_error: 1273.6436 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 69.6744 - mean_squared_error: 69.6744 - val_loss: 1853.8483 - val_mean_squared_error: 1853.8483 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 60.4679 - mean_squared_error: 60.4679 - val_loss: 2348.3809 - val_mean_squared_error: 2348.3809 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 55.0549 - mean_squared_error: 55.0549 - val_loss: 2579.4180 - val_mean_squared_error: 2579.4177 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 49.4085 - mean_squared_error: 49.4085 - val_loss: 2597.1750 - val_mean_squared_error: 2597.1750 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 42.4778 - mean_squared_error: 42.4778 - val_loss: 2649.3430 - val_mean_squared_error: 2649.3430 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8177 - mean_squared_error: 39.8177 - val_loss: 2726.0615 - val_mean_squared_error: 2726.0615 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 40.4383 - mean_squared_error: 40.4383 - val_loss: 2718.5930 - val_mean_squared_error: 2718.5930 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 40.6451 - mean_squared_error: 40.6451 - val_loss: 2655.3047 - val_mean_squared_error: 2655.3047 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 40.8865 - mean_squared_error: 40.8865 - val_loss: 2626.5798 - val_mean_squared_error: 2626.5798 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4238 - mean_squared_error: 37.4238 - val_loss: 2656.4133 - val_mean_squared_error: 2656.4133 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 41.7193 - mean_squared_error: 41.7193 - val_loss: 2571.3286 - val_mean_squared_error: 2571.3286 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7025 - mean_squared_error: 43.7025 - val_loss: 2516.3557 - val_mean_squared_error: 2516.3557 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 41.7278 - mean_squared_error: 41.7278 - val_loss: 2500.8486 - val_mean_squared_error: 2500.8486 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 47.9068 - mean_squared_error: 47.9068 - val_loss: 2353.0188 - val_mean_squared_error: 2353.0188 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 42.9419 - mean_squared_error: 42.9419 - val_loss: 2545.0444 - val_mean_squared_error: 2545.0444 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8836 - mean_squared_error: 40.8836 - val_loss: 2449.0029 - val_mean_squared_error: 2449.0029 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8053 - mean_squared_error: 43.8053 - val_loss: 2373.1099 - val_mean_squared_error: 2373.1099 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4557 - mean_squared_error: 46.4557 - val_loss: 2297.4858 - val_mean_squared_error: 2297.4858 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4403 - mean_squared_error: 40.4403 - val_loss: 2307.8279 - val_mean_squared_error: 2307.8279 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0124 - mean_squared_error: 43.0124 - val_loss: 2341.7786 - val_mean_squared_error: 2341.7786 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 50.7408 - mean_squared_error: 50.7408 - val_loss: 2334.4744 - val_mean_squared_error: 2334.4744 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6223 - mean_squared_error: 46.6223 - val_loss: 2347.2612 - val_mean_squared_error: 2347.2612 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6927 - mean_squared_error: 38.6927 - val_loss: 2160.9456 - val_mean_squared_error: 2160.9456
2022-12-09 11:52:16.648095: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:52:17.306784: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2438.8430 - mean_squared_error: 2438.8430
2022-12-09 11:52:22.279974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2438.8430 - mean_squared_error: 2438.8430 - val_loss: 964.2874 - val_mean_squared_error: 964.2874 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 134.7605 - mean_squared_error: 134.7605 - val_loss: 1238.7952 - val_mean_squared_error: 1238.7952 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 67.2633 - mean_squared_error: 67.2633 - val_loss: 1879.6613 - val_mean_squared_error: 1879.6613 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 53.3643 - mean_squared_error: 53.3643 - val_loss: 2292.6238 - val_mean_squared_error: 2292.6238 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 56.2599 - mean_squared_error: 56.2599 - val_loss: 2442.2744 - val_mean_squared_error: 2442.2744 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 48.7907 - mean_squared_error: 48.7907 - val_loss: 2413.9373 - val_mean_squared_error: 2413.9373 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 41.0480 - mean_squared_error: 41.0480 - val_loss: 2203.3821 - val_mean_squared_error: 2203.3821 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4108 - mean_squared_error: 41.4108 - val_loss: 2338.6257 - val_mean_squared_error: 2338.6257 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0836 - mean_squared_error: 42.0836 - val_loss: 2242.0215 - val_mean_squared_error: 2242.0215 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 48.3058 - mean_squared_error: 48.3058 - val_loss: 2293.1174 - val_mean_squared_error: 2293.1174 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.5802 - mean_squared_error: 43.5802 - val_loss: 2135.0801 - val_mean_squared_error: 2135.0801 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2082 - mean_squared_error: 40.2082 - val_loss: 2070.0508 - val_mean_squared_error: 2070.0508 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1972 - mean_squared_error: 40.1972 - val_loss: 1957.4185 - val_mean_squared_error: 1957.4185 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 47.8550 - mean_squared_error: 47.8550 - val_loss: 2000.2727 - val_mean_squared_error: 2000.2727 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 52.5236 - mean_squared_error: 52.5236 - val_loss: 2060.8264 - val_mean_squared_error: 2060.8264 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5080 - mean_squared_error: 37.5080 - val_loss: 1814.9882 - val_mean_squared_error: 1814.9882 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5076 - mean_squared_error: 43.5076 - val_loss: 1951.7531 - val_mean_squared_error: 1951.7531 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 52.0015 - mean_squared_error: 52.0015 - val_loss: 1835.2899 - val_mean_squared_error: 1835.2899 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2860 - mean_squared_error: 40.2860 - val_loss: 1920.9517 - val_mean_squared_error: 1920.9517 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1512 - mean_squared_error: 37.1512 - val_loss: 1780.2072 - val_mean_squared_error: 1780.2072 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7577 - mean_squared_error: 42.7577 - val_loss: 1788.6565 - val_mean_squared_error: 1788.6565 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0986 - mean_squared_error: 46.0986 - val_loss: 1775.1077 - val_mean_squared_error: 1775.1077 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8294 - mean_squared_error: 42.8294 - val_loss: 1661.2253 - val_mean_squared_error: 1661.2253 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 49.5367 - mean_squared_error: 49.5367 - val_loss: 1808.2185 - val_mean_squared_error: 1808.2185 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2256 - mean_squared_error: 43.2256 - val_loss: 1491.6384 - val_mean_squared_error: 1491.6384
2022-12-09 11:52:40.936319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:52:41.631126: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2428.3218 - mean_squared_error: 2428.3218
2022-12-09 11:52:47.435269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2428.3218 - mean_squared_error: 2428.3218 - val_loss: 1114.8542 - val_mean_squared_error: 1114.8542 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 190.8268 - mean_squared_error: 190.8268 - val_loss: 1735.6118 - val_mean_squared_error: 1735.6118 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 90.3964 - mean_squared_error: 90.3964 - val_loss: 2067.8372 - val_mean_squared_error: 2067.8372 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 71.6411 - mean_squared_error: 71.6411 - val_loss: 2447.8318 - val_mean_squared_error: 2447.8318 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 53.7964 - mean_squared_error: 53.7964 - val_loss: 2673.4548 - val_mean_squared_error: 2673.4548 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 50.4810 - mean_squared_error: 50.4810 - val_loss: 2718.4998 - val_mean_squared_error: 2718.4998 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 54.6281 - mean_squared_error: 54.6281 - val_loss: 2722.8579 - val_mean_squared_error: 2722.8579 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 51.6514 - mean_squared_error: 51.6514 - val_loss: 2648.5029 - val_mean_squared_error: 2648.5029 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2516 - mean_squared_error: 46.2516 - val_loss: 2678.1870 - val_mean_squared_error: 2678.1870 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 40.0039 - mean_squared_error: 40.0039 - val_loss: 2751.2925 - val_mean_squared_error: 2751.2925 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6317 - mean_squared_error: 42.6317 - val_loss: 2712.2366 - val_mean_squared_error: 2712.2366 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3527 - mean_squared_error: 44.3527 - val_loss: 2781.5054 - val_mean_squared_error: 2781.5054 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6460 - mean_squared_error: 41.6460 - val_loss: 2659.5032 - val_mean_squared_error: 2659.5032 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5971 - mean_squared_error: 39.5971 - val_loss: 2657.1262 - val_mean_squared_error: 2657.1262 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9041 - mean_squared_error: 39.9041 - val_loss: 2639.9585 - val_mean_squared_error: 2639.9585 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9855 - mean_squared_error: 36.9855 - val_loss: 2547.2039 - val_mean_squared_error: 2547.2039 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2001 - mean_squared_error: 44.2001 - val_loss: 2545.8037 - val_mean_squared_error: 2545.8037 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3906 - mean_squared_error: 45.3906 - val_loss: 2495.9983 - val_mean_squared_error: 2495.9983 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8879 - mean_squared_error: 42.8879 - val_loss: 2706.3474 - val_mean_squared_error: 2706.3474 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8396 - mean_squared_error: 41.8396 - val_loss: 2536.8113 - val_mean_squared_error: 2536.8113 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8001 - mean_squared_error: 41.8001 - val_loss: 2421.3274 - val_mean_squared_error: 2421.3274 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2693 - mean_squared_error: 38.2693 - val_loss: 2539.6267 - val_mean_squared_error: 2539.6267 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5533 - mean_squared_error: 38.5533 - val_loss: 2454.9319 - val_mean_squared_error: 2454.9319 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5177 - mean_squared_error: 42.5177 - val_loss: 2412.2571 - val_mean_squared_error: 2412.2571 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1119 - mean_squared_error: 43.1119 - val_loss: 2293.0684 - val_mean_squared_error: 2293.0684
2022-12-09 11:53:06.063444: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006608823284049937 Generation: 22 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:53:06.703195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2371.5640 - mean_squared_error: 2371.5640
2022-12-09 11:53:12.379487: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2371.5640 - mean_squared_error: 2371.5640 - val_loss: 1177.0348 - val_mean_squared_error: 1177.0348 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 125.4847 - mean_squared_error: 125.4847 - val_loss: 1473.6738 - val_mean_squared_error: 1473.6738 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 61.1574 - mean_squared_error: 61.1574 - val_loss: 1793.6858 - val_mean_squared_error: 1793.6858 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 54.6482 - mean_squared_error: 54.6482 - val_loss: 2367.0195 - val_mean_squared_error: 2367.0195 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 44.8613 - mean_squared_error: 44.8613 - val_loss: 2356.7820 - val_mean_squared_error: 2356.7820 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8176 - mean_squared_error: 46.8176 - val_loss: 2403.0532 - val_mean_squared_error: 2403.0530 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1053 - mean_squared_error: 45.1053 - val_loss: 2498.9790 - val_mean_squared_error: 2498.9790 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 49.3445 - mean_squared_error: 49.3445 - val_loss: 2471.5769 - val_mean_squared_error: 2471.5769 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 42.2175 - mean_squared_error: 42.2175 - val_loss: 2471.7549 - val_mean_squared_error: 2471.7549 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 41.1344 - mean_squared_error: 41.1344 - val_loss: 2468.5476 - val_mean_squared_error: 2468.5476 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5056 - mean_squared_error: 40.5056 - val_loss: 2423.6382 - val_mean_squared_error: 2423.6382 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 38.2071 - mean_squared_error: 38.2071 - val_loss: 2467.2600 - val_mean_squared_error: 2467.2600 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6262 - mean_squared_error: 44.6262 - val_loss: 2358.2285 - val_mean_squared_error: 2358.2285 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.1210 - mean_squared_error: 37.1210 - val_loss: 2305.5879 - val_mean_squared_error: 2305.5879 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 49.3971 - mean_squared_error: 49.3971 - val_loss: 2326.6299 - val_mean_squared_error: 2326.6299 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 39.8341 - mean_squared_error: 39.8341 - val_loss: 2317.5837 - val_mean_squared_error: 2317.5837 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9545 - mean_squared_error: 40.9545 - val_loss: 2145.2871 - val_mean_squared_error: 2145.2871 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9165 - mean_squared_error: 41.9165 - val_loss: 2197.1299 - val_mean_squared_error: 2197.1299 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 59.4994 - mean_squared_error: 59.4994 - val_loss: 2121.1436 - val_mean_squared_error: 2121.1436 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7138 - mean_squared_error: 42.7138 - val_loss: 2214.2478 - val_mean_squared_error: 2214.2476 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2919 - mean_squared_error: 37.2919 - val_loss: 2157.0088 - val_mean_squared_error: 2157.0088 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 34.5487 - mean_squared_error: 34.5487 - val_loss: 2159.1230 - val_mean_squared_error: 2159.1230 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3951 - mean_squared_error: 38.3951 - val_loss: 2199.0134 - val_mean_squared_error: 2199.0134 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5562 - mean_squared_error: 40.5562 - val_loss: 1861.0753 - val_mean_squared_error: 1861.0753 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3332 - mean_squared_error: 40.3332 - val_loss: 1979.4729 - val_mean_squared_error: 1979.4729
2022-12-09 11:53:31.166842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:53:31.798119: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2354.3088 - mean_squared_error: 2354.3088
2022-12-09 11:53:37.596548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2354.3088 - mean_squared_error: 2354.3088 - val_loss: 684.5932 - val_mean_squared_error: 684.5932 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 119.1107 - mean_squared_error: 119.1107 - val_loss: 1191.8002 - val_mean_squared_error: 1191.8002 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 55.9825 - mean_squared_error: 55.9825 - val_loss: 2068.8528 - val_mean_squared_error: 2068.8528 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 47.9961 - mean_squared_error: 47.9961 - val_loss: 2535.7134 - val_mean_squared_error: 2535.7134 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 48.4353 - mean_squared_error: 48.4353 - val_loss: 2695.6653 - val_mean_squared_error: 2695.6653 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8825 - mean_squared_error: 42.8825 - val_loss: 2713.5034 - val_mean_squared_error: 2713.5034 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 46.5350 - mean_squared_error: 46.5350 - val_loss: 2736.7434 - val_mean_squared_error: 2736.7434 Epoch 8/25 81/81 [==============================] - 1s 12ms/step - loss: 39.9416 - mean_squared_error: 39.9416 - val_loss: 2756.5259 - val_mean_squared_error: 2756.5259 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3549 - mean_squared_error: 45.3549 - val_loss: 2711.3760 - val_mean_squared_error: 2711.3760 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0331 - mean_squared_error: 37.0331 - val_loss: 2734.5210 - val_mean_squared_error: 2734.5210 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0401 - mean_squared_error: 47.0401 - val_loss: 2688.0986 - val_mean_squared_error: 2688.0986 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3232 - mean_squared_error: 43.3232 - val_loss: 2643.1592 - val_mean_squared_error: 2643.1592 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 47.1711 - mean_squared_error: 47.1711 - val_loss: 2630.5945 - val_mean_squared_error: 2630.5945 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 42.4692 - mean_squared_error: 42.4692 - val_loss: 2678.9700 - val_mean_squared_error: 2678.9700 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7254 - mean_squared_error: 43.7254 - val_loss: 2594.0132 - val_mean_squared_error: 2594.0132 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4660 - mean_squared_error: 42.4660 - val_loss: 2582.6978 - val_mean_squared_error: 2582.6978 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6737 - mean_squared_error: 39.6737 - val_loss: 2561.3606 - val_mean_squared_error: 2561.3606 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0365 - mean_squared_error: 41.0365 - val_loss: 2474.9854 - val_mean_squared_error: 2474.9854 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 38.7803 - mean_squared_error: 38.7803 - val_loss: 2415.4060 - val_mean_squared_error: 2415.4060 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8039 - mean_squared_error: 36.8039 - val_loss: 2388.8005 - val_mean_squared_error: 2388.8003 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1312 - mean_squared_error: 42.1312 - val_loss: 2456.8196 - val_mean_squared_error: 2456.8196 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5122 - mean_squared_error: 45.5122 - val_loss: 2407.5691 - val_mean_squared_error: 2407.5688 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8983 - mean_squared_error: 44.8983 - val_loss: 2461.1799 - val_mean_squared_error: 2461.1799 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8092 - mean_squared_error: 46.8092 - val_loss: 2366.7791 - val_mean_squared_error: 2366.7791 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0872 - mean_squared_error: 40.0872 - val_loss: 2473.1379 - val_mean_squared_error: 2473.1379
2022-12-09 11:53:56.360975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:53:57.038459: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2442.3342 - mean_squared_error: 2442.3342
2022-12-09 11:54:02.930318: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2442.3342 - mean_squared_error: 2442.3342 - val_loss: 1137.0806 - val_mean_squared_error: 1137.0806 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 190.0536 - mean_squared_error: 190.0536 - val_loss: 1520.0081 - val_mean_squared_error: 1520.0081 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 93.1433 - mean_squared_error: 93.1433 - val_loss: 1840.9279 - val_mean_squared_error: 1840.9279 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 71.1070 - mean_squared_error: 71.1070 - val_loss: 1953.0813 - val_mean_squared_error: 1953.0813 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 60.9450 - mean_squared_error: 60.9450 - val_loss: 2224.5830 - val_mean_squared_error: 2224.5830 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 51.3425 - mean_squared_error: 51.3425 - val_loss: 2081.4509 - val_mean_squared_error: 2081.4509 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 45.7557 - mean_squared_error: 45.7557 - val_loss: 2186.6091 - val_mean_squared_error: 2186.6091 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 52.9403 - mean_squared_error: 52.9403 - val_loss: 2072.7996 - val_mean_squared_error: 2072.7996 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7982 - mean_squared_error: 42.7982 - val_loss: 1997.9073 - val_mean_squared_error: 1997.9073 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2628 - mean_squared_error: 44.2628 - val_loss: 2178.7063 - val_mean_squared_error: 2178.7063 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0793 - mean_squared_error: 44.0793 - val_loss: 1829.0549 - val_mean_squared_error: 1829.0549 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 43.1696 - mean_squared_error: 43.1696 - val_loss: 1887.0514 - val_mean_squared_error: 1887.0514 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7398 - mean_squared_error: 44.7398 - val_loss: 1912.6084 - val_mean_squared_error: 1912.6084 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0979 - mean_squared_error: 46.0979 - val_loss: 1957.2810 - val_mean_squared_error: 1957.2810 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4952 - mean_squared_error: 40.4952 - val_loss: 1936.3983 - val_mean_squared_error: 1936.3983 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7541 - mean_squared_error: 37.7541 - val_loss: 1963.5291 - val_mean_squared_error: 1963.5291 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0016 - mean_squared_error: 42.0016 - val_loss: 1751.6508 - val_mean_squared_error: 1751.6508 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2222 - mean_squared_error: 37.2222 - val_loss: 1993.1429 - val_mean_squared_error: 1993.1429 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 48.3958 - mean_squared_error: 48.3958 - val_loss: 1667.6337 - val_mean_squared_error: 1667.6337 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 42.3511 - mean_squared_error: 42.3511 - val_loss: 1728.5054 - val_mean_squared_error: 1728.5054 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9501 - mean_squared_error: 43.9501 - val_loss: 1837.7738 - val_mean_squared_error: 1837.7738 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 56.2942 - mean_squared_error: 56.2942 - val_loss: 1921.3385 - val_mean_squared_error: 1921.3385 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5255 - mean_squared_error: 42.5255 - val_loss: 1792.0155 - val_mean_squared_error: 1792.0155 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9941 - mean_squared_error: 40.9941 - val_loss: 1653.8593 - val_mean_squared_error: 1653.8593 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9899 - mean_squared_error: 44.9899 - val_loss: 1381.4576 - val_mean_squared_error: 1381.4576
2022-12-09 11:54:21.574144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.82922519 ... 0. 0. 0. ] [0.6737802 0.15281651 0.83747884 ... 0. 0. 0. ] [0.65978331 0.18600112 0.82658241 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.96241146 ... 0. 0. 0. ] [1. 0.07306191 0.97597103 ... 0. 0. 0. ] [0.99225423 0.08951478 0.97139181 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 11:54:22.249747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2380.1738 - mean_squared_error: 2380.1738
2022-12-09 11:54:28.120541: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2380.1738 - mean_squared_error: 2380.1738 - val_loss: 1030.8140 - val_mean_squared_error: 1030.8140 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 121.2742 - mean_squared_error: 121.2742 - val_loss: 1244.7971 - val_mean_squared_error: 1244.7971 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 69.3591 - mean_squared_error: 69.3591 - val_loss: 1935.8723 - val_mean_squared_error: 1935.8723 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 52.5606 - mean_squared_error: 52.5606 - val_loss: 2533.5205 - val_mean_squared_error: 2533.5205 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 50.1823 - mean_squared_error: 50.1823 - val_loss: 2747.6516 - val_mean_squared_error: 2747.6516 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0107 - mean_squared_error: 41.0107 - val_loss: 2804.0901 - val_mean_squared_error: 2804.0901 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 39.6089 - mean_squared_error: 39.6089 - val_loss: 2908.1841 - val_mean_squared_error: 2908.1841 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5654 - mean_squared_error: 45.5654 - val_loss: 2923.7915 - val_mean_squared_error: 2923.7915 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2518 - mean_squared_error: 42.2518 - val_loss: 2949.3716 - val_mean_squared_error: 2949.3716 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 42.1254 - mean_squared_error: 42.1254 - val_loss: 2879.4233 - val_mean_squared_error: 2879.4233 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.4936 - mean_squared_error: 42.4936 - val_loss: 2857.0659 - val_mean_squared_error: 2857.0659 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0446 - mean_squared_error: 43.0446 - val_loss: 2860.9343 - val_mean_squared_error: 2860.9343 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 45.2950 - mean_squared_error: 45.2950 - val_loss: 2819.5154 - val_mean_squared_error: 2819.5154 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7164 - mean_squared_error: 43.7164 - val_loss: 2821.1340 - val_mean_squared_error: 2821.1340 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 36.4890 - mean_squared_error: 36.4890 - val_loss: 2791.2188 - val_mean_squared_error: 2791.2188 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4611 - mean_squared_error: 41.4611 - val_loss: 2800.1614 - val_mean_squared_error: 2800.1614 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4283 - mean_squared_error: 39.4283 - val_loss: 2768.6138 - val_mean_squared_error: 2768.6138 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3638 - mean_squared_error: 39.3638 - val_loss: 2719.6453 - val_mean_squared_error: 2719.6453 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 45.1734 - mean_squared_error: 45.1734 - val_loss: 2804.7942 - val_mean_squared_error: 2804.7942 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0004 - mean_squared_error: 38.0004 - val_loss: 2689.0164 - val_mean_squared_error: 2689.0164 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0501 - mean_squared_error: 40.0501 - val_loss: 2722.1736 - val_mean_squared_error: 2722.1736 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8291 - mean_squared_error: 42.8291 - val_loss: 2597.9561 - val_mean_squared_error: 2597.9558 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8046 - mean_squared_error: 42.8046 - val_loss: 2528.0002 - val_mean_squared_error: 2528.0002 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3500 - mean_squared_error: 42.3500 - val_loss: 2575.7236 - val_mean_squared_error: 2575.7236 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2357 - mean_squared_error: 43.2357 - val_loss: 2485.4875 - val_mean_squared_error: 2485.4875
2022-12-09 11:54:46.616534: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:54:47.197109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2417.1299 - mean_squared_error: 2417.1299
2022-12-09 11:54:53.053582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2417.1299 - mean_squared_error: 2417.1299 - val_loss: 1030.7548 - val_mean_squared_error: 1030.7548 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 159.7292 - mean_squared_error: 159.7292 - val_loss: 1391.2557 - val_mean_squared_error: 1391.2557 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 79.7566 - mean_squared_error: 79.7566 - val_loss: 2074.9182 - val_mean_squared_error: 2074.9182 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 66.2100 - mean_squared_error: 66.2100 - val_loss: 2365.6462 - val_mean_squared_error: 2365.6462 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 55.2718 - mean_squared_error: 55.2718 - val_loss: 2662.7622 - val_mean_squared_error: 2662.7622 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6931 - mean_squared_error: 48.6931 - val_loss: 2651.2507 - val_mean_squared_error: 2651.2507 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 50.3402 - mean_squared_error: 50.3402 - val_loss: 2735.6047 - val_mean_squared_error: 2735.6047 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 43.8316 - mean_squared_error: 43.8316 - val_loss: 2784.3999 - val_mean_squared_error: 2784.3999 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8879 - mean_squared_error: 39.8879 - val_loss: 2697.5332 - val_mean_squared_error: 2697.5332 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7843 - mean_squared_error: 46.7843 - val_loss: 2740.3484 - val_mean_squared_error: 2740.3484 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.9297 - mean_squared_error: 47.9297 - val_loss: 2760.6553 - val_mean_squared_error: 2760.6550 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 45.0212 - mean_squared_error: 45.0212 - val_loss: 2584.1145 - val_mean_squared_error: 2584.1145 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3628 - mean_squared_error: 37.3628 - val_loss: 2585.4570 - val_mean_squared_error: 2585.4570 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9980 - mean_squared_error: 44.9980 - val_loss: 2698.9160 - val_mean_squared_error: 2698.9160 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 35.8990 - mean_squared_error: 35.8990 - val_loss: 2662.0466 - val_mean_squared_error: 2662.0466 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0031 - mean_squared_error: 43.0031 - val_loss: 2686.1687 - val_mean_squared_error: 2686.1687 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4513 - mean_squared_error: 45.4513 - val_loss: 2579.1943 - val_mean_squared_error: 2579.1943 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 48.5601 - mean_squared_error: 48.5601 - val_loss: 2424.0859 - val_mean_squared_error: 2424.0859 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2316 - mean_squared_error: 44.2316 - val_loss: 2606.9839 - val_mean_squared_error: 2606.9839 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1115 - mean_squared_error: 46.1115 - val_loss: 2390.0183 - val_mean_squared_error: 2390.0183 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8858 - mean_squared_error: 38.8858 - val_loss: 2596.0964 - val_mean_squared_error: 2596.0964 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5111 - mean_squared_error: 41.5111 - val_loss: 2498.3904 - val_mean_squared_error: 2498.3904 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9845 - mean_squared_error: 38.9845 - val_loss: 2460.5728 - val_mean_squared_error: 2460.5725 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6048 - mean_squared_error: 36.6048 - val_loss: 2544.1826 - val_mean_squared_error: 2544.1826 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8072 - mean_squared_error: 45.8072 - val_loss: 2473.7463 - val_mean_squared_error: 2473.7463
2022-12-09 11:55:11.535726: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007134360280803372 Generation: 23 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:55:12.215986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2419.7246 - mean_squared_error: 2419.7246
2022-12-09 11:55:18.096727: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2419.7246 - mean_squared_error: 2419.7246 - val_loss: 1170.3527 - val_mean_squared_error: 1170.3527 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 200.8280 - mean_squared_error: 200.8280 - val_loss: 1628.3732 - val_mean_squared_error: 1628.3732 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 99.5417 - mean_squared_error: 99.5417 - val_loss: 1626.3495 - val_mean_squared_error: 1626.3495 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 68.5984 - mean_squared_error: 68.5984 - val_loss: 1872.1604 - val_mean_squared_error: 1872.1604 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 56.5473 - mean_squared_error: 56.5473 - val_loss: 2125.8425 - val_mean_squared_error: 2125.8425 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 53.5411 - mean_squared_error: 53.5411 - val_loss: 2231.0933 - val_mean_squared_error: 2231.0933 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 56.4711 - mean_squared_error: 56.4711 - val_loss: 2310.6201 - val_mean_squared_error: 2310.6201 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 50.1566 - mean_squared_error: 50.1566 - val_loss: 2171.2632 - val_mean_squared_error: 2171.2632 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 43.3233 - mean_squared_error: 43.3233 - val_loss: 2294.4404 - val_mean_squared_error: 2294.4404 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 52.9319 - mean_squared_error: 52.9319 - val_loss: 2099.9626 - val_mean_squared_error: 2099.9626 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9147 - mean_squared_error: 41.9147 - val_loss: 2304.9753 - val_mean_squared_error: 2304.9753 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9198 - mean_squared_error: 45.9198 - val_loss: 2143.5652 - val_mean_squared_error: 2143.5652 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3896 - mean_squared_error: 43.3896 - val_loss: 2180.0737 - val_mean_squared_error: 2180.0737 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8796 - mean_squared_error: 38.8796 - val_loss: 2468.3425 - val_mean_squared_error: 2468.3425 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0679 - mean_squared_error: 44.0679 - val_loss: 2095.7061 - val_mean_squared_error: 2095.7061 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7696 - mean_squared_error: 37.7696 - val_loss: 2265.7527 - val_mean_squared_error: 2265.7527 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1333 - mean_squared_error: 35.1333 - val_loss: 2143.8921 - val_mean_squared_error: 2143.8921 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5517 - mean_squared_error: 38.5517 - val_loss: 2119.5874 - val_mean_squared_error: 2119.5874 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 48.6829 - mean_squared_error: 48.6829 - val_loss: 2146.3557 - val_mean_squared_error: 2146.3557 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3419 - mean_squared_error: 45.3419 - val_loss: 2034.7544 - val_mean_squared_error: 2034.7544 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5669 - mean_squared_error: 38.5669 - val_loss: 2055.5730 - val_mean_squared_error: 2055.5730 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1208 - mean_squared_error: 41.1208 - val_loss: 1942.9451 - val_mean_squared_error: 1942.9451 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6708 - mean_squared_error: 38.6708 - val_loss: 2008.9615 - val_mean_squared_error: 2008.9615 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 32.0301 - mean_squared_error: 32.0301 - val_loss: 2071.3274 - val_mean_squared_error: 2071.3274 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4160 - mean_squared_error: 37.4160 - val_loss: 1910.6458 - val_mean_squared_error: 1910.6458
2022-12-09 11:55:36.695559: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:55:37.472394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2493.4011 - mean_squared_error: 2493.4011
2022-12-09 11:55:43.675807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2493.4011 - mean_squared_error: 2493.4011 - val_loss: 908.5342 - val_mean_squared_error: 908.5342 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 128.0354 - mean_squared_error: 128.0354 - val_loss: 1225.5598 - val_mean_squared_error: 1225.5598 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 58.5865 - mean_squared_error: 58.5865 - val_loss: 1776.5883 - val_mean_squared_error: 1776.5883 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 50.3374 - mean_squared_error: 50.3374 - val_loss: 2402.1316 - val_mean_squared_error: 2402.1316 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 55.6707 - mean_squared_error: 55.6707 - val_loss: 2506.1658 - val_mean_squared_error: 2506.1658 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 48.7856 - mean_squared_error: 48.7856 - val_loss: 2543.4749 - val_mean_squared_error: 2543.4749 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 46.5741 - mean_squared_error: 46.5741 - val_loss: 2497.1362 - val_mean_squared_error: 2497.1360 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 39.8199 - mean_squared_error: 39.8199 - val_loss: 2557.3215 - val_mean_squared_error: 2557.3215 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 43.1884 - mean_squared_error: 43.1884 - val_loss: 2504.9351 - val_mean_squared_error: 2504.9351 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.6086 - mean_squared_error: 43.6086 - val_loss: 2354.0588 - val_mean_squared_error: 2354.0588 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5233 - mean_squared_error: 42.5233 - val_loss: 2327.7900 - val_mean_squared_error: 2327.7900 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8703 - mean_squared_error: 39.8703 - val_loss: 2308.1416 - val_mean_squared_error: 2308.1416 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 41.7712 - mean_squared_error: 41.7712 - val_loss: 2291.1685 - val_mean_squared_error: 2291.1685 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7493 - mean_squared_error: 39.7493 - val_loss: 2270.5361 - val_mean_squared_error: 2270.5361 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 47.2355 - mean_squared_error: 47.2355 - val_loss: 2155.7515 - val_mean_squared_error: 2155.7515 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7545 - mean_squared_error: 39.7545 - val_loss: 2281.9028 - val_mean_squared_error: 2281.9028 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0494 - mean_squared_error: 36.0494 - val_loss: 2080.1721 - val_mean_squared_error: 2080.1721 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4411 - mean_squared_error: 46.4411 - val_loss: 2162.0005 - val_mean_squared_error: 2162.0005 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 43.1708 - mean_squared_error: 43.1708 - val_loss: 2199.0103 - val_mean_squared_error: 2199.0103 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3034 - mean_squared_error: 43.3034 - val_loss: 2131.1196 - val_mean_squared_error: 2131.1196 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9073 - mean_squared_error: 40.9073 - val_loss: 2136.1250 - val_mean_squared_error: 2136.1250 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0949 - mean_squared_error: 47.0949 - val_loss: 2044.7290 - val_mean_squared_error: 2044.7290 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1908 - mean_squared_error: 42.1908 - val_loss: 1888.2906 - val_mean_squared_error: 1888.2906 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7702 - mean_squared_error: 39.7702 - val_loss: 2066.3555 - val_mean_squared_error: 2066.3555 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2918 - mean_squared_error: 41.2918 - val_loss: 1697.7245 - val_mean_squared_error: 1697.7245
2022-12-09 11:56:02.506448: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:56:03.122964: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2361.3928 - mean_squared_error: 2361.3928
2022-12-09 11:56:08.936012: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2361.3928 - mean_squared_error: 2361.3928 - val_loss: 993.3093 - val_mean_squared_error: 993.3093 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 123.0841 - mean_squared_error: 123.0841 - val_loss: 1092.0269 - val_mean_squared_error: 1092.0269 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 65.3608 - mean_squared_error: 65.3608 - val_loss: 1913.3455 - val_mean_squared_error: 1913.3455 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 53.3289 - mean_squared_error: 53.3289 - val_loss: 2281.2346 - val_mean_squared_error: 2281.2346 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 52.0851 - mean_squared_error: 52.0851 - val_loss: 2397.3696 - val_mean_squared_error: 2397.3696 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 50.5261 - mean_squared_error: 50.5261 - val_loss: 2591.3550 - val_mean_squared_error: 2591.3550 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 37.2519 - mean_squared_error: 37.2519 - val_loss: 2519.3140 - val_mean_squared_error: 2519.3140 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9477 - mean_squared_error: 38.9477 - val_loss: 2498.9905 - val_mean_squared_error: 2498.9905 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 47.5682 - mean_squared_error: 47.5682 - val_loss: 2511.6194 - val_mean_squared_error: 2511.6194 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 47.7033 - mean_squared_error: 47.7033 - val_loss: 2481.1321 - val_mean_squared_error: 2481.1321 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.7771 - mean_squared_error: 42.7771 - val_loss: 2330.4451 - val_mean_squared_error: 2330.4451 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4298 - mean_squared_error: 40.4298 - val_loss: 2523.9675 - val_mean_squared_error: 2523.9675 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9050 - mean_squared_error: 45.9050 - val_loss: 2430.2961 - val_mean_squared_error: 2430.2961 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4591 - mean_squared_error: 46.4591 - val_loss: 2427.0283 - val_mean_squared_error: 2427.0283 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 41.3724 - mean_squared_error: 41.3724 - val_loss: 2490.7271 - val_mean_squared_error: 2490.7268 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4621 - mean_squared_error: 43.4621 - val_loss: 2468.2883 - val_mean_squared_error: 2468.2883 Epoch 17/25 81/81 [==============================] - 1s 12ms/step - loss: 46.8655 - mean_squared_error: 46.8655 - val_loss: 2474.5417 - val_mean_squared_error: 2474.5415 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8580 - mean_squared_error: 46.8580 - val_loss: 2410.0974 - val_mean_squared_error: 2410.0974 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 46.2445 - mean_squared_error: 46.2445 - val_loss: 2430.8157 - val_mean_squared_error: 2430.8157 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0854 - mean_squared_error: 40.0854 - val_loss: 2403.8049 - val_mean_squared_error: 2403.8049 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1530 - mean_squared_error: 38.1530 - val_loss: 2277.8486 - val_mean_squared_error: 2277.8486 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 37.2127 - mean_squared_error: 37.2127 - val_loss: 2242.0601 - val_mean_squared_error: 2242.0601 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6787 - mean_squared_error: 42.6787 - val_loss: 2317.8550 - val_mean_squared_error: 2317.8550 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8573 - mean_squared_error: 42.8573 - val_loss: 2261.6946 - val_mean_squared_error: 2261.6946 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1497 - mean_squared_error: 41.1497 - val_loss: 2153.4446 - val_mean_squared_error: 2153.4446
2022-12-09 11:56:28.141000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:56:29.000420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2412.2520 - mean_squared_error: 2412.2520
2022-12-09 11:56:34.972995: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2412.2520 - mean_squared_error: 2412.2520 - val_loss: 1101.3041 - val_mean_squared_error: 1101.3041 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 162.0517 - mean_squared_error: 162.0517 - val_loss: 1206.1641 - val_mean_squared_error: 1206.1641 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 82.6927 - mean_squared_error: 82.6927 - val_loss: 2114.5901 - val_mean_squared_error: 2114.5901 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 69.4629 - mean_squared_error: 69.4629 - val_loss: 2312.7688 - val_mean_squared_error: 2312.7688 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 65.7010 - mean_squared_error: 65.7010 - val_loss: 2439.8164 - val_mean_squared_error: 2439.8164 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 47.9610 - mean_squared_error: 47.9610 - val_loss: 2580.7944 - val_mean_squared_error: 2580.7944 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 60.1494 - mean_squared_error: 60.1494 - val_loss: 2569.0317 - val_mean_squared_error: 2569.0317 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 44.1615 - mean_squared_error: 44.1615 - val_loss: 2605.0364 - val_mean_squared_error: 2605.0364 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 49.0498 - mean_squared_error: 49.0498 - val_loss: 2525.0674 - val_mean_squared_error: 2525.0674 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 58.0496 - mean_squared_error: 58.0496 - val_loss: 2707.9375 - val_mean_squared_error: 2707.9375 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 49.4526 - mean_squared_error: 49.4526 - val_loss: 2352.3806 - val_mean_squared_error: 2352.3806 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3051 - mean_squared_error: 38.3051 - val_loss: 2510.6609 - val_mean_squared_error: 2510.6609 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 39.5742 - mean_squared_error: 39.5742 - val_loss: 2376.3938 - val_mean_squared_error: 2376.3938 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 37.7231 - mean_squared_error: 37.7231 - val_loss: 2328.6177 - val_mean_squared_error: 2328.6177 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5403 - mean_squared_error: 44.5403 - val_loss: 2182.5195 - val_mean_squared_error: 2182.5195 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 48.6717 - mean_squared_error: 48.6717 - val_loss: 2345.6890 - val_mean_squared_error: 2345.6890 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7350 - mean_squared_error: 39.7350 - val_loss: 2131.2356 - val_mean_squared_error: 2131.2356 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0201 - mean_squared_error: 41.0201 - val_loss: 2247.4961 - val_mean_squared_error: 2247.4961 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1349 - mean_squared_error: 44.1349 - val_loss: 2247.2224 - val_mean_squared_error: 2247.2224 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 49.7466 - mean_squared_error: 49.7466 - val_loss: 1941.7581 - val_mean_squared_error: 1941.7578 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0741 - mean_squared_error: 44.0741 - val_loss: 2293.7065 - val_mean_squared_error: 2293.7065 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0114 - mean_squared_error: 36.0114 - val_loss: 2089.8140 - val_mean_squared_error: 2089.8140 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9192 - mean_squared_error: 45.9192 - val_loss: 2144.5281 - val_mean_squared_error: 2144.5281 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4642 - mean_squared_error: 41.4642 - val_loss: 2180.4272 - val_mean_squared_error: 2180.4272 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6905 - mean_squared_error: 38.6905 - val_loss: 2009.1298 - val_mean_squared_error: 2009.1298
2022-12-09 11:56:54.620634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:56:55.483420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2418.2275 - mean_squared_error: 2418.2275
2022-12-09 11:57:01.929367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 66ms/step - loss: 2418.2275 - mean_squared_error: 2418.2275 - val_loss: 1017.1611 - val_mean_squared_error: 1017.1611 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 209.4444 - mean_squared_error: 209.4444 - val_loss: 1686.6627 - val_mean_squared_error: 1686.6627 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 98.1920 - mean_squared_error: 98.1920 - val_loss: 1746.5177 - val_mean_squared_error: 1746.5177 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 74.9291 - mean_squared_error: 74.9291 - val_loss: 1885.5316 - val_mean_squared_error: 1885.5316 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 64.5055 - mean_squared_error: 64.5055 - val_loss: 2201.4138 - val_mean_squared_error: 2201.4138 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 55.3300 - mean_squared_error: 55.3300 - val_loss: 2305.2708 - val_mean_squared_error: 2305.2708 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 52.2509 - mean_squared_error: 52.2509 - val_loss: 2491.2993 - val_mean_squared_error: 2491.2993 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 50.5841 - mean_squared_error: 50.5841 - val_loss: 2426.7878 - val_mean_squared_error: 2426.7878 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 51.3433 - mean_squared_error: 51.3433 - val_loss: 2093.1543 - val_mean_squared_error: 2093.1543 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 49.3125 - mean_squared_error: 49.3125 - val_loss: 2289.8049 - val_mean_squared_error: 2289.8049 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1661 - mean_squared_error: 40.1661 - val_loss: 2256.2300 - val_mean_squared_error: 2256.2300 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3045 - mean_squared_error: 41.3045 - val_loss: 2275.5312 - val_mean_squared_error: 2275.5312 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5108 - mean_squared_error: 37.5108 - val_loss: 2229.3940 - val_mean_squared_error: 2229.3940 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2532 - mean_squared_error: 39.2532 - val_loss: 2271.7363 - val_mean_squared_error: 2271.7363 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3248 - mean_squared_error: 42.3248 - val_loss: 2242.1946 - val_mean_squared_error: 2242.1946 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9894 - mean_squared_error: 38.9894 - val_loss: 2285.8359 - val_mean_squared_error: 2285.8359 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 35.9250 - mean_squared_error: 35.9250 - val_loss: 2181.2988 - val_mean_squared_error: 2181.2988 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0427 - mean_squared_error: 37.0427 - val_loss: 2197.9509 - val_mean_squared_error: 2197.9509 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6678 - mean_squared_error: 37.6678 - val_loss: 2001.7771 - val_mean_squared_error: 2001.7771 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8976 - mean_squared_error: 39.8976 - val_loss: 1885.1571 - val_mean_squared_error: 1885.1571 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 33.5424 - mean_squared_error: 33.5424 - val_loss: 1972.5388 - val_mean_squared_error: 1972.5388 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4109 - mean_squared_error: 41.4109 - val_loss: 1960.9412 - val_mean_squared_error: 1960.9412 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0595 - mean_squared_error: 42.0595 - val_loss: 1955.7740 - val_mean_squared_error: 1955.7740 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4845 - mean_squared_error: 42.4845 - val_loss: 2050.5056 - val_mean_squared_error: 2050.5056 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5377 - mean_squared_error: 40.5377 - val_loss: 1931.0948 - val_mean_squared_error: 1931.0948
2022-12-09 11:57:20.641103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005824339534174419 Generation: 24 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:57:21.523000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.8013 - mean_squared_error: 2431.8013
2022-12-09 11:57:34.642624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 153ms/step - loss: 2431.8013 - mean_squared_error: 2431.8013 - val_loss: 839.6328 - val_mean_squared_error: 839.6327 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 116.6426 - mean_squared_error: 116.6426 - val_loss: 1252.1022 - val_mean_squared_error: 1252.1022 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 56.2669 - mean_squared_error: 56.2669 - val_loss: 1888.5542 - val_mean_squared_error: 1888.5542 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 55.8448 - mean_squared_error: 55.8448 - val_loss: 2270.4653 - val_mean_squared_error: 2270.4653 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 54.1929 - mean_squared_error: 54.1929 - val_loss: 2471.2319 - val_mean_squared_error: 2471.2319 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 52.2798 - mean_squared_error: 52.2798 - val_loss: 2366.7300 - val_mean_squared_error: 2366.7300 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 48.5600 - mean_squared_error: 48.5600 - val_loss: 2254.3804 - val_mean_squared_error: 2254.3804 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 48.8721 - mean_squared_error: 48.8721 - val_loss: 2074.6401 - val_mean_squared_error: 2074.6401 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 45.9160 - mean_squared_error: 45.9160 - val_loss: 2062.9365 - val_mean_squared_error: 2062.9365 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1668 - mean_squared_error: 35.1668 - val_loss: 1871.2677 - val_mean_squared_error: 1871.2677 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8244 - mean_squared_error: 42.8244 - val_loss: 1878.2451 - val_mean_squared_error: 1878.2451 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4618 - mean_squared_error: 37.4618 - val_loss: 1968.3245 - val_mean_squared_error: 1968.3245 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7371 - mean_squared_error: 39.7371 - val_loss: 1795.8429 - val_mean_squared_error: 1795.8429 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7933 - mean_squared_error: 41.7933 - val_loss: 1691.5237 - val_mean_squared_error: 1691.5237 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 36.2457 - mean_squared_error: 36.2457 - val_loss: 1948.6375 - val_mean_squared_error: 1948.6375 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9619 - mean_squared_error: 39.9619 - val_loss: 1461.4420 - val_mean_squared_error: 1461.4420 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0666 - mean_squared_error: 47.0666 - val_loss: 1690.7534 - val_mean_squared_error: 1690.7534 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2800 - mean_squared_error: 35.2800 - val_loss: 1715.3447 - val_mean_squared_error: 1715.3447 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 49.2125 - mean_squared_error: 49.2125 - val_loss: 1534.9738 - val_mean_squared_error: 1534.9738 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6060 - mean_squared_error: 39.6060 - val_loss: 1648.0074 - val_mean_squared_error: 1648.0074 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8180 - mean_squared_error: 43.8180 - val_loss: 1732.7391 - val_mean_squared_error: 1732.7391 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8622 - mean_squared_error: 39.8622 - val_loss: 1703.2372 - val_mean_squared_error: 1703.2372 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 49.7261 - mean_squared_error: 49.7261 - val_loss: 1614.1644 - val_mean_squared_error: 1614.1644 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1877 - mean_squared_error: 44.1877 - val_loss: 1484.8544 - val_mean_squared_error: 1484.8542 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2089 - mean_squared_error: 42.2089 - val_loss: 1538.3733 - val_mean_squared_error: 1538.3733
2022-12-09 11:57:53.316787: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 11:57:54.029282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2415.5679 - mean_squared_error: 2415.5679
2022-12-09 11:57:59.108864: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2415.5679 - mean_squared_error: 2415.5679 - val_loss: 1082.2317 - val_mean_squared_error: 1082.2317 Epoch 2/25 81/81 [==============================] - 1s 9ms/step - loss: 184.9583 - mean_squared_error: 184.9583 - val_loss: 1650.4929 - val_mean_squared_error: 1650.4929 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 91.7690 - mean_squared_error: 91.7690 - val_loss: 2135.1187 - val_mean_squared_error: 2135.1187 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 71.1100 - mean_squared_error: 71.1100 - val_loss: 1980.0808 - val_mean_squared_error: 1980.0808 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 56.4128 - mean_squared_error: 56.4128 - val_loss: 2048.0256 - val_mean_squared_error: 2048.0256 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 53.8339 - mean_squared_error: 53.8339 - val_loss: 1874.8286 - val_mean_squared_error: 1874.8286 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 48.2569 - mean_squared_error: 48.2569 - val_loss: 1996.2437 - val_mean_squared_error: 1996.2437 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 55.4447 - mean_squared_error: 55.4447 - val_loss: 2065.7988 - val_mean_squared_error: 2065.7988 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 50.6403 - mean_squared_error: 50.6403 - val_loss: 2061.4644 - val_mean_squared_error: 2061.4644 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 39.7906 - mean_squared_error: 39.7906 - val_loss: 1996.8455 - val_mean_squared_error: 1996.8455 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 44.5647 - mean_squared_error: 44.5647 - val_loss: 2085.1309 - val_mean_squared_error: 2085.1309 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 45.1509 - mean_squared_error: 45.1509 - val_loss: 2091.4377 - val_mean_squared_error: 2091.4377 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0713 - mean_squared_error: 44.0713 - val_loss: 1803.2639 - val_mean_squared_error: 1803.2639 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3582 - mean_squared_error: 41.3582 - val_loss: 2103.9954 - val_mean_squared_error: 2103.9954 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1446 - mean_squared_error: 37.1446 - val_loss: 1820.1449 - val_mean_squared_error: 1820.1449 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6127 - mean_squared_error: 37.6127 - val_loss: 1999.8695 - val_mean_squared_error: 1999.8695 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 53.6654 - mean_squared_error: 53.6654 - val_loss: 1959.0150 - val_mean_squared_error: 1959.0150 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9672 - mean_squared_error: 45.9672 - val_loss: 1787.6582 - val_mean_squared_error: 1787.6582 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 48.0612 - mean_squared_error: 48.0612 - val_loss: 1852.7334 - val_mean_squared_error: 1852.7334 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9006 - mean_squared_error: 46.9006 - val_loss: 1619.5354 - val_mean_squared_error: 1619.5354 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5081 - mean_squared_error: 41.5081 - val_loss: 1621.1738 - val_mean_squared_error: 1621.1738 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3867 - mean_squared_error: 37.3867 - val_loss: 1667.7935 - val_mean_squared_error: 1667.7935 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2083 - mean_squared_error: 39.2083 - val_loss: 1564.1997 - val_mean_squared_error: 1564.1997 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6113 - mean_squared_error: 46.6113 - val_loss: 1621.1514 - val_mean_squared_error: 1621.1514 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8948 - mean_squared_error: 39.8948 - val_loss: 1630.6625 - val_mean_squared_error: 1630.6625
2022-12-09 11:58:17.911638: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:58:18.573323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2447.4001 - mean_squared_error: 2447.4001
2022-12-09 11:58:23.250363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2447.4001 - mean_squared_error: 2447.4001 - val_loss: 1091.0087 - val_mean_squared_error: 1091.0087 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 193.8542 - mean_squared_error: 193.8542 - val_loss: 1303.1869 - val_mean_squared_error: 1303.1869 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 89.1723 - mean_squared_error: 89.1723 - val_loss: 1721.6244 - val_mean_squared_error: 1721.6244 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 69.5231 - mean_squared_error: 69.5231 - val_loss: 1798.1606 - val_mean_squared_error: 1798.1606 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 51.4805 - mean_squared_error: 51.4805 - val_loss: 2045.4912 - val_mean_squared_error: 2045.4912 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 48.0228 - mean_squared_error: 48.0228 - val_loss: 2034.7899 - val_mean_squared_error: 2034.7899 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 49.3192 - mean_squared_error: 49.3192 - val_loss: 1994.3346 - val_mean_squared_error: 1994.3346 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 52.7785 - mean_squared_error: 52.7785 - val_loss: 2118.4758 - val_mean_squared_error: 2118.4758 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 52.4222 - mean_squared_error: 52.4222 - val_loss: 1956.4694 - val_mean_squared_error: 1956.4694 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 48.8914 - mean_squared_error: 48.8914 - val_loss: 2008.6228 - val_mean_squared_error: 2008.6228 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5057 - mean_squared_error: 41.5057 - val_loss: 1964.9768 - val_mean_squared_error: 1964.9768 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1613 - mean_squared_error: 44.1613 - val_loss: 1919.5581 - val_mean_squared_error: 1919.5581 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9499 - mean_squared_error: 45.9499 - val_loss: 1820.9025 - val_mean_squared_error: 1820.9025 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1887 - mean_squared_error: 43.1887 - val_loss: 1843.1615 - val_mean_squared_error: 1843.1615 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6465 - mean_squared_error: 42.6465 - val_loss: 1685.9216 - val_mean_squared_error: 1685.9216 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3942 - mean_squared_error: 38.3942 - val_loss: 1644.4031 - val_mean_squared_error: 1644.4031 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2315 - mean_squared_error: 43.2315 - val_loss: 1717.5138 - val_mean_squared_error: 1717.5138 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 36.8305 - mean_squared_error: 36.8305 - val_loss: 1700.7770 - val_mean_squared_error: 1700.7770 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4538 - mean_squared_error: 41.4538 - val_loss: 1639.4033 - val_mean_squared_error: 1639.4033 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4761 - mean_squared_error: 37.4761 - val_loss: 1568.3085 - val_mean_squared_error: 1568.3085 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2834 - mean_squared_error: 38.2834 - val_loss: 1593.0753 - val_mean_squared_error: 1593.0753 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9867 - mean_squared_error: 40.9867 - val_loss: 1660.2185 - val_mean_squared_error: 1660.2185 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3649 - mean_squared_error: 41.3649 - val_loss: 1737.2234 - val_mean_squared_error: 1737.2234 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5288 - mean_squared_error: 39.5288 - val_loss: 1537.5483 - val_mean_squared_error: 1537.5482 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5918 - mean_squared_error: 42.5918 - val_loss: 1487.3430 - val_mean_squared_error: 1487.3430
2022-12-09 11:58:40.978745: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:58:41.639193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2376.4531 - mean_squared_error: 2376.4531
2022-12-09 11:58:46.661407: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2376.4531 - mean_squared_error: 2376.4531 - val_loss: 789.5138 - val_mean_squared_error: 789.5138 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 172.1935 - mean_squared_error: 172.1935 - val_loss: 1251.5706 - val_mean_squared_error: 1251.5706 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 87.0511 - mean_squared_error: 87.0511 - val_loss: 1724.8077 - val_mean_squared_error: 1724.8077 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 66.3724 - mean_squared_error: 66.3724 - val_loss: 2249.3481 - val_mean_squared_error: 2249.3481 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 57.0166 - mean_squared_error: 57.0166 - val_loss: 2428.2195 - val_mean_squared_error: 2428.2195 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 53.2811 - mean_squared_error: 53.2811 - val_loss: 2383.9673 - val_mean_squared_error: 2383.9673 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 55.4860 - mean_squared_error: 55.4860 - val_loss: 2514.7932 - val_mean_squared_error: 2514.7932 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.6360 - mean_squared_error: 46.6360 - val_loss: 2489.4404 - val_mean_squared_error: 2489.4404 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1999 - mean_squared_error: 45.1999 - val_loss: 2509.4988 - val_mean_squared_error: 2509.4988 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 53.6157 - mean_squared_error: 53.6157 - val_loss: 2425.8826 - val_mean_squared_error: 2425.8826 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4848 - mean_squared_error: 41.4848 - val_loss: 2429.3279 - val_mean_squared_error: 2429.3279 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9373 - mean_squared_error: 41.9373 - val_loss: 2428.0508 - val_mean_squared_error: 2428.0508 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 37.5818 - mean_squared_error: 37.5818 - val_loss: 2365.7522 - val_mean_squared_error: 2365.7522 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8335 - mean_squared_error: 44.8335 - val_loss: 2288.1870 - val_mean_squared_error: 2288.1870 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1133 - mean_squared_error: 44.1133 - val_loss: 2143.1697 - val_mean_squared_error: 2143.1697 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 44.5347 - mean_squared_error: 44.5347 - val_loss: 2397.4238 - val_mean_squared_error: 2397.4238 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 34.7491 - mean_squared_error: 34.7491 - val_loss: 2255.7048 - val_mean_squared_error: 2255.7048 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1194 - mean_squared_error: 44.1194 - val_loss: 2348.9558 - val_mean_squared_error: 2348.9558 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5111 - mean_squared_error: 42.5111 - val_loss: 2189.2405 - val_mean_squared_error: 2189.2405 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0576 - mean_squared_error: 41.0576 - val_loss: 2172.9912 - val_mean_squared_error: 2172.9912 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0100 - mean_squared_error: 44.0100 - val_loss: 2135.1294 - val_mean_squared_error: 2135.1294 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0098 - mean_squared_error: 41.0098 - val_loss: 2043.5769 - val_mean_squared_error: 2043.5769 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6532 - mean_squared_error: 41.6532 - val_loss: 2053.2053 - val_mean_squared_error: 2053.2053 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6864 - mean_squared_error: 38.6864 - val_loss: 2129.5818 - val_mean_squared_error: 2129.5818 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0624 - mean_squared_error: 44.0624 - val_loss: 1808.6545 - val_mean_squared_error: 1808.6545
2022-12-09 11:59:05.018319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 11:59:05.635834: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2359.4968 - mean_squared_error: 2359.4968
2022-12-09 11:59:10.293813: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 52ms/step - loss: 2359.4968 - mean_squared_error: 2359.4968 - val_loss: 871.9872 - val_mean_squared_error: 871.9872 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 96.8450 - mean_squared_error: 96.8450 - val_loss: 1003.3203 - val_mean_squared_error: 1003.3203 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 48.3023 - mean_squared_error: 48.3023 - val_loss: 1994.5826 - val_mean_squared_error: 1994.5826 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 47.4416 - mean_squared_error: 47.4416 - val_loss: 2586.1912 - val_mean_squared_error: 2586.1912 Epoch 5/25 81/81 [==============================] - 1s 15ms/step - loss: 50.1211 - mean_squared_error: 50.1211 - val_loss: 2775.2771 - val_mean_squared_error: 2775.2771 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 38.7079 - mean_squared_error: 38.7079 - val_loss: 2814.1536 - val_mean_squared_error: 2814.1536 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3375 - mean_squared_error: 42.3375 - val_loss: 2790.2219 - val_mean_squared_error: 2790.2217 Epoch 8/25 81/81 [==============================] - 1s 12ms/step - loss: 39.7529 - mean_squared_error: 39.7529 - val_loss: 2812.8381 - val_mean_squared_error: 2812.8381 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1071 - mean_squared_error: 41.1071 - val_loss: 2810.3142 - val_mean_squared_error: 2810.3142 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9092 - mean_squared_error: 40.9092 - val_loss: 2930.9150 - val_mean_squared_error: 2930.9150 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.1414 - mean_squared_error: 47.1414 - val_loss: 2796.1560 - val_mean_squared_error: 2796.1560 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 55.2660 - mean_squared_error: 55.2660 - val_loss: 2911.2827 - val_mean_squared_error: 2911.2827 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1476 - mean_squared_error: 41.1476 - val_loss: 2816.0967 - val_mean_squared_error: 2816.0967 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0760 - mean_squared_error: 39.0760 - val_loss: 2865.7588 - val_mean_squared_error: 2865.7588 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5425 - mean_squared_error: 41.5425 - val_loss: 2724.1646 - val_mean_squared_error: 2724.1643 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5523 - mean_squared_error: 40.5523 - val_loss: 2816.8518 - val_mean_squared_error: 2816.8518 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.4217 - mean_squared_error: 39.4217 - val_loss: 2768.7471 - val_mean_squared_error: 2768.7471 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6109 - mean_squared_error: 41.6109 - val_loss: 2687.9072 - val_mean_squared_error: 2687.9072 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1193 - mean_squared_error: 41.1193 - val_loss: 2749.6575 - val_mean_squared_error: 2749.6575 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1088 - mean_squared_error: 41.1088 - val_loss: 2727.0737 - val_mean_squared_error: 2727.0737 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 51.7314 - mean_squared_error: 51.7314 - val_loss: 2754.8699 - val_mean_squared_error: 2754.8699 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 43.8907 - mean_squared_error: 43.8907 - val_loss: 2724.7888 - val_mean_squared_error: 2724.7888 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1834 - mean_squared_error: 43.1834 - val_loss: 2690.0332 - val_mean_squared_error: 2690.0332 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5530 - mean_squared_error: 41.5530 - val_loss: 2595.8359 - val_mean_squared_error: 2595.8359 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4933 - mean_squared_error: 46.4933 - val_loss: 2605.8948 - val_mean_squared_error: 2605.8945
2022-12-09 11:59:29.972699: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006634403273121563 Generation: 25 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 11:59:30.576365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.4214 - mean_squared_error: 2433.4214
2022-12-09 11:59:35.249729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 50ms/step - loss: 2433.4214 - mean_squared_error: 2433.4214 - val_loss: 1047.8193 - val_mean_squared_error: 1047.8193 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 192.7078 - mean_squared_error: 192.7078 - val_loss: 1400.9823 - val_mean_squared_error: 1400.9823 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 94.5210 - mean_squared_error: 94.5210 - val_loss: 2085.5669 - val_mean_squared_error: 2085.5669 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 63.0653 - mean_squared_error: 63.0653 - val_loss: 2372.5757 - val_mean_squared_error: 2372.5757 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 54.2336 - mean_squared_error: 54.2336 - val_loss: 2779.6108 - val_mean_squared_error: 2779.6108 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 43.5282 - mean_squared_error: 43.5282 - val_loss: 2843.5059 - val_mean_squared_error: 2843.5059 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 45.4650 - mean_squared_error: 45.4650 - val_loss: 2922.7146 - val_mean_squared_error: 2922.7146 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6714 - mean_squared_error: 44.6714 - val_loss: 2892.6687 - val_mean_squared_error: 2892.6687 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0651 - mean_squared_error: 46.0651 - val_loss: 2906.7136 - val_mean_squared_error: 2906.7136 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 48.9015 - mean_squared_error: 48.9015 - val_loss: 2923.3289 - val_mean_squared_error: 2923.3286 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9671 - mean_squared_error: 41.9671 - val_loss: 2954.6436 - val_mean_squared_error: 2954.6436 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2449 - mean_squared_error: 41.2449 - val_loss: 2838.9602 - val_mean_squared_error: 2838.9602 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7242 - mean_squared_error: 46.7242 - val_loss: 2865.7800 - val_mean_squared_error: 2865.7800 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 48.9277 - mean_squared_error: 48.9277 - val_loss: 2852.5642 - val_mean_squared_error: 2852.5642 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7585 - mean_squared_error: 40.7585 - val_loss: 2817.5085 - val_mean_squared_error: 2817.5085 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6353 - mean_squared_error: 41.6353 - val_loss: 2820.8723 - val_mean_squared_error: 2820.8723 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 41.6805 - mean_squared_error: 41.6805 - val_loss: 2815.2473 - val_mean_squared_error: 2815.2473 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 46.0781 - mean_squared_error: 46.0781 - val_loss: 2788.6270 - val_mean_squared_error: 2788.6270 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.2457 - mean_squared_error: 37.2457 - val_loss: 2705.4875 - val_mean_squared_error: 2705.4875 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6315 - mean_squared_error: 41.6315 - val_loss: 2624.8982 - val_mean_squared_error: 2624.8982 Epoch 21/25 81/81 [==============================] - 1s 17ms/step - loss: 43.4693 - mean_squared_error: 43.4693 - val_loss: 2666.4524 - val_mean_squared_error: 2666.4524 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3509 - mean_squared_error: 43.3509 - val_loss: 2704.4343 - val_mean_squared_error: 2704.4343 Epoch 23/25 81/81 [==============================] - 1s 11ms/step - loss: 40.3050 - mean_squared_error: 40.3050 - val_loss: 2634.7786 - val_mean_squared_error: 2634.7786 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6279 - mean_squared_error: 34.6279 - val_loss: 2652.1641 - val_mean_squared_error: 2652.1641 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8881 - mean_squared_error: 41.8881 - val_loss: 2572.2534 - val_mean_squared_error: 2572.2534
2022-12-09 11:59:54.679895: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 11:59:55.408382: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.9819 - mean_squared_error: 2405.9819
2022-12-09 12:00:01.013286: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 60ms/step - loss: 2405.9819 - mean_squared_error: 2405.9819 - val_loss: 1186.2406 - val_mean_squared_error: 1186.2406 Epoch 2/25 81/81 [==============================] - 1s 9ms/step - loss: 123.3496 - mean_squared_error: 123.3496 - val_loss: 1269.8033 - val_mean_squared_error: 1269.8033 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 68.0762 - mean_squared_error: 68.0762 - val_loss: 1777.8308 - val_mean_squared_error: 1777.8308 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 49.4357 - mean_squared_error: 49.4357 - val_loss: 2321.3596 - val_mean_squared_error: 2321.3596 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 43.1369 - mean_squared_error: 43.1369 - val_loss: 2479.3267 - val_mean_squared_error: 2479.3267 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 46.9149 - mean_squared_error: 46.9149 - val_loss: 2525.9690 - val_mean_squared_error: 2525.9690 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 48.4372 - mean_squared_error: 48.4372 - val_loss: 2512.5542 - val_mean_squared_error: 2512.5542 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 54.4975 - mean_squared_error: 54.4975 - val_loss: 2434.1023 - val_mean_squared_error: 2434.1023 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.6185 - mean_squared_error: 44.6185 - val_loss: 2402.5437 - val_mean_squared_error: 2402.5437 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 48.4415 - mean_squared_error: 48.4415 - val_loss: 2302.5049 - val_mean_squared_error: 2302.5049 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6190 - mean_squared_error: 41.6190 - val_loss: 2377.2822 - val_mean_squared_error: 2377.2822 Epoch 12/25 81/81 [==============================] - 1s 11ms/step - loss: 39.0596 - mean_squared_error: 39.0596 - val_loss: 2281.6375 - val_mean_squared_error: 2281.6375 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 43.4779 - mean_squared_error: 43.4779 - val_loss: 2214.0603 - val_mean_squared_error: 2214.0603 Epoch 14/25 81/81 [==============================] - 1s 15ms/step - loss: 40.8493 - mean_squared_error: 40.8493 - val_loss: 2245.3594 - val_mean_squared_error: 2245.3594 Epoch 15/25 81/81 [==============================] - 1s 12ms/step - loss: 45.6635 - mean_squared_error: 45.6635 - val_loss: 1888.5507 - val_mean_squared_error: 1888.5507 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3064 - mean_squared_error: 40.3064 - val_loss: 2013.3418 - val_mean_squared_error: 2013.3418 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 44.5037 - mean_squared_error: 44.5037 - val_loss: 2054.6113 - val_mean_squared_error: 2054.6113 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3038 - mean_squared_error: 38.3038 - val_loss: 2059.3699 - val_mean_squared_error: 2059.3699 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 40.8523 - mean_squared_error: 40.8523 - val_loss: 1893.0293 - val_mean_squared_error: 1893.0293 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 43.5688 - mean_squared_error: 43.5688 - val_loss: 1938.2985 - val_mean_squared_error: 1938.2985 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2340 - mean_squared_error: 44.2340 - val_loss: 2145.6299 - val_mean_squared_error: 2145.6299 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9075 - mean_squared_error: 36.9075 - val_loss: 1952.1305 - val_mean_squared_error: 1952.1305 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 33.2320 - mean_squared_error: 33.2320 - val_loss: 1974.0520 - val_mean_squared_error: 1974.0520 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1407 - mean_squared_error: 39.1407 - val_loss: 1795.1543 - val_mean_squared_error: 1795.1543 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1056 - mean_squared_error: 41.1056 - val_loss: 1922.1029 - val_mean_squared_error: 1922.1029
2022-12-09 12:00:20.546204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:00:21.158509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2366.0068 - mean_squared_error: 2366.0068
2022-12-09 12:00:25.923745: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 51ms/step - loss: 2366.0068 - mean_squared_error: 2366.0068 - val_loss: 1178.0044 - val_mean_squared_error: 1178.0044 Epoch 2/25 81/81 [==============================] - 1s 19ms/step - loss: 199.0070 - mean_squared_error: 199.0070 - val_loss: 1500.1941 - val_mean_squared_error: 1500.1941 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 98.3920 - mean_squared_error: 98.3920 - val_loss: 1899.9431 - val_mean_squared_error: 1899.9431 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 65.9889 - mean_squared_error: 65.9889 - val_loss: 2101.0933 - val_mean_squared_error: 2101.0933 Epoch 5/25 81/81 [==============================] - 1s 14ms/step - loss: 59.9171 - mean_squared_error: 59.9171 - val_loss: 2361.6797 - val_mean_squared_error: 2361.6797 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 49.1996 - mean_squared_error: 49.1996 - val_loss: 2407.6274 - val_mean_squared_error: 2407.6274 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 56.9185 - mean_squared_error: 56.9185 - val_loss: 2480.9255 - val_mean_squared_error: 2480.9255 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0055 - mean_squared_error: 44.0055 - val_loss: 2475.3259 - val_mean_squared_error: 2475.3259 Epoch 9/25 81/81 [==============================] - 1s 16ms/step - loss: 49.7932 - mean_squared_error: 49.7932 - val_loss: 2638.7896 - val_mean_squared_error: 2638.7896 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 41.9745 - mean_squared_error: 41.9745 - val_loss: 2467.7524 - val_mean_squared_error: 2467.7524 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 47.0665 - mean_squared_error: 47.0665 - val_loss: 2306.9719 - val_mean_squared_error: 2306.9719 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 46.3830 - mean_squared_error: 46.3830 - val_loss: 2481.1838 - val_mean_squared_error: 2481.1838 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0122 - mean_squared_error: 42.0122 - val_loss: 2573.1621 - val_mean_squared_error: 2573.1621 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6167 - mean_squared_error: 43.6167 - val_loss: 2477.9121 - val_mean_squared_error: 2477.9121 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 36.3297 - mean_squared_error: 36.3297 - val_loss: 2470.5417 - val_mean_squared_error: 2470.5417 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7644 - mean_squared_error: 41.7644 - val_loss: 2332.8354 - val_mean_squared_error: 2332.8354 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 45.2520 - mean_squared_error: 45.2520 - val_loss: 2289.4651 - val_mean_squared_error: 2289.4651 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5417 - mean_squared_error: 41.5417 - val_loss: 2388.5835 - val_mean_squared_error: 2388.5835 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9707 - mean_squared_error: 38.9707 - val_loss: 2491.0723 - val_mean_squared_error: 2491.0723 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0470 - mean_squared_error: 43.0470 - val_loss: 2174.7256 - val_mean_squared_error: 2174.7256 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0076 - mean_squared_error: 44.0076 - val_loss: 2215.8030 - val_mean_squared_error: 2215.8030 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9832 - mean_squared_error: 40.9832 - val_loss: 2188.4558 - val_mean_squared_error: 2188.4558 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6875 - mean_squared_error: 39.6875 - val_loss: 2151.2527 - val_mean_squared_error: 2151.2527 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0435 - mean_squared_error: 36.0435 - val_loss: 2200.2427 - val_mean_squared_error: 2200.2427 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0306 - mean_squared_error: 36.0306 - val_loss: 2144.7051 - val_mean_squared_error: 2144.7051
2022-12-09 12:00:46.074777: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 12:00:46.802616: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2391.7554 - mean_squared_error: 2391.7554
2022-12-09 12:00:51.982566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2391.7554 - mean_squared_error: 2391.7554 - val_loss: 762.5327 - val_mean_squared_error: 762.5326 Epoch 2/25 81/81 [==============================] - 1s 9ms/step - loss: 178.4656 - mean_squared_error: 178.4656 - val_loss: 1572.9430 - val_mean_squared_error: 1572.9430 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 89.8730 - mean_squared_error: 89.8730 - val_loss: 2121.1489 - val_mean_squared_error: 2121.1489 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 68.2295 - mean_squared_error: 68.2295 - val_loss: 2397.0271 - val_mean_squared_error: 2397.0271 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 61.2104 - mean_squared_error: 61.2104 - val_loss: 2550.2383 - val_mean_squared_error: 2550.2383 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 51.9432 - mean_squared_error: 51.9432 - val_loss: 2679.9968 - val_mean_squared_error: 2679.9968 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 58.6446 - mean_squared_error: 58.6446 - val_loss: 2714.7058 - val_mean_squared_error: 2714.7058 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1781 - mean_squared_error: 42.1781 - val_loss: 2701.8477 - val_mean_squared_error: 2701.8477 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 47.6207 - mean_squared_error: 47.6207 - val_loss: 2759.3083 - val_mean_squared_error: 2759.3083 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0346 - mean_squared_error: 45.0346 - val_loss: 2672.8315 - val_mean_squared_error: 2672.8313 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2887 - mean_squared_error: 43.2887 - val_loss: 2637.0476 - val_mean_squared_error: 2637.0474 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2980 - mean_squared_error: 44.2980 - val_loss: 2744.9968 - val_mean_squared_error: 2744.9968 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5378 - mean_squared_error: 43.5378 - val_loss: 2726.9060 - val_mean_squared_error: 2726.9060 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3394 - mean_squared_error: 43.3394 - val_loss: 2485.2466 - val_mean_squared_error: 2485.2466 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7896 - mean_squared_error: 33.7896 - val_loss: 2643.0715 - val_mean_squared_error: 2643.0715 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9788 - mean_squared_error: 43.9788 - val_loss: 2598.1443 - val_mean_squared_error: 2598.1443 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1385 - mean_squared_error: 41.1385 - val_loss: 2523.6116 - val_mean_squared_error: 2523.6116 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8963 - mean_squared_error: 35.8963 - val_loss: 2379.2974 - val_mean_squared_error: 2379.2974 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0789 - mean_squared_error: 41.0789 - val_loss: 2372.3296 - val_mean_squared_error: 2372.3296 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6732 - mean_squared_error: 34.6732 - val_loss: 2365.9067 - val_mean_squared_error: 2365.9067 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 43.8160 - mean_squared_error: 43.8160 - val_loss: 2305.1343 - val_mean_squared_error: 2305.1343 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9397 - mean_squared_error: 36.9397 - val_loss: 2264.9258 - val_mean_squared_error: 2264.9258 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 47.4922 - mean_squared_error: 47.4922 - val_loss: 2232.5735 - val_mean_squared_error: 2232.5735 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9433 - mean_squared_error: 43.9433 - val_loss: 2092.1919 - val_mean_squared_error: 2092.1919 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5434 - mean_squared_error: 41.5434 - val_loss: 2138.8801 - val_mean_squared_error: 2138.8801
2022-12-09 12:01:09.695267: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:01:10.350862: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2453.0457 - mean_squared_error: 2453.0457
2022-12-09 12:01:15.865246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2453.0457 - mean_squared_error: 2453.0457 - val_loss: 871.2241 - val_mean_squared_error: 871.2241 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 138.0847 - mean_squared_error: 138.0847 - val_loss: 1190.5454 - val_mean_squared_error: 1190.5454 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 67.7576 - mean_squared_error: 67.7576 - val_loss: 1543.8503 - val_mean_squared_error: 1543.8503 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 59.0588 - mean_squared_error: 59.0588 - val_loss: 1948.9668 - val_mean_squared_error: 1948.9668 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 46.3428 - mean_squared_error: 46.3428 - val_loss: 2448.8035 - val_mean_squared_error: 2448.8035 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.5237 - mean_squared_error: 46.5237 - val_loss: 2527.6104 - val_mean_squared_error: 2527.6104 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 43.2356 - mean_squared_error: 43.2356 - val_loss: 2505.8918 - val_mean_squared_error: 2505.8918 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 46.2903 - mean_squared_error: 46.2903 - val_loss: 2458.8013 - val_mean_squared_error: 2458.8013 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.4011 - mean_squared_error: 42.4011 - val_loss: 2437.7537 - val_mean_squared_error: 2437.7537 Epoch 10/25 81/81 [==============================] - 1s 13ms/step - loss: 37.5375 - mean_squared_error: 37.5375 - val_loss: 2424.6133 - val_mean_squared_error: 2424.6133 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 36.8509 - mean_squared_error: 36.8509 - val_loss: 2422.4382 - val_mean_squared_error: 2422.4382 Epoch 12/25 81/81 [==============================] - 1s 14ms/step - loss: 36.4667 - mean_squared_error: 36.4667 - val_loss: 2516.4065 - val_mean_squared_error: 2516.4065 Epoch 13/25 81/81 [==============================] - 1s 13ms/step - loss: 43.6378 - mean_squared_error: 43.6378 - val_loss: 2453.3220 - val_mean_squared_error: 2453.3220 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 43.0715 - mean_squared_error: 43.0715 - val_loss: 2483.9653 - val_mean_squared_error: 2483.9653 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 42.3503 - mean_squared_error: 42.3503 - val_loss: 2541.5947 - val_mean_squared_error: 2541.5947 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 36.2474 - mean_squared_error: 36.2474 - val_loss: 2354.6614 - val_mean_squared_error: 2354.6611 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 47.0655 - mean_squared_error: 47.0655 - val_loss: 2244.1838 - val_mean_squared_error: 2244.1838 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 32.2391 - mean_squared_error: 32.2391 - val_loss: 2283.5168 - val_mean_squared_error: 2283.5168 Epoch 19/25 81/81 [==============================] - 1s 10ms/step - loss: 35.9852 - mean_squared_error: 35.9852 - val_loss: 2260.0911 - val_mean_squared_error: 2260.0911 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9725 - mean_squared_error: 37.9725 - val_loss: 2140.1340 - val_mean_squared_error: 2140.1340 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2974 - mean_squared_error: 40.2974 - val_loss: 2347.7368 - val_mean_squared_error: 2347.7368 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 33.9441 - mean_squared_error: 33.9441 - val_loss: 2245.2258 - val_mean_squared_error: 2245.2258 Epoch 23/25 81/81 [==============================] - 1s 14ms/step - loss: 40.1570 - mean_squared_error: 40.1570 - val_loss: 2333.0308 - val_mean_squared_error: 2333.0308 Epoch 24/25 81/81 [==============================] - 1s 15ms/step - loss: 40.9828 - mean_squared_error: 40.9828 - val_loss: 2142.1897 - val_mean_squared_error: 2142.1897 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9908 - mean_squared_error: 42.9908 - val_loss: 2168.5110 - val_mean_squared_error: 2168.5110
2022-12-09 12:01:37.717255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005161007403022281 Generation: 26 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 12:01:38.588595: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.1335 - mean_squared_error: 2431.1335
2022-12-09 12:01:43.528697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2431.1335 - mean_squared_error: 2431.1335 - val_loss: 1108.2906 - val_mean_squared_error: 1108.2906 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 125.2337 - mean_squared_error: 125.2337 - val_loss: 1323.0576 - val_mean_squared_error: 1323.0576 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 63.1678 - mean_squared_error: 63.1678 - val_loss: 1977.2690 - val_mean_squared_error: 1977.2690 Epoch 4/25 81/81 [==============================] - 1s 15ms/step - loss: 48.5401 - mean_squared_error: 48.5401 - val_loss: 2417.2959 - val_mean_squared_error: 2417.2959 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 46.9957 - mean_squared_error: 46.9957 - val_loss: 2563.3870 - val_mean_squared_error: 2563.3870 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.3951 - mean_squared_error: 46.3951 - val_loss: 2493.1375 - val_mean_squared_error: 2493.1375 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 49.1551 - mean_squared_error: 49.1551 - val_loss: 2419.9727 - val_mean_squared_error: 2419.9727 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 48.1362 - mean_squared_error: 48.1362 - val_loss: 2422.7683 - val_mean_squared_error: 2422.7683 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5677 - mean_squared_error: 45.5677 - val_loss: 2365.5334 - val_mean_squared_error: 2365.5334 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9711 - mean_squared_error: 37.9711 - val_loss: 2290.2175 - val_mean_squared_error: 2290.2175 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 44.4594 - mean_squared_error: 44.4594 - val_loss: 2441.2737 - val_mean_squared_error: 2441.2737 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2752 - mean_squared_error: 43.2752 - val_loss: 2277.6299 - val_mean_squared_error: 2277.6299 Epoch 13/25 81/81 [==============================] - 1s 15ms/step - loss: 53.3306 - mean_squared_error: 53.3306 - val_loss: 2244.4324 - val_mean_squared_error: 2244.4324 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 42.8312 - mean_squared_error: 42.8312 - val_loss: 2146.9875 - val_mean_squared_error: 2146.9875 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7221 - mean_squared_error: 41.7221 - val_loss: 2125.8694 - val_mean_squared_error: 2125.8694 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7692 - mean_squared_error: 44.7692 - val_loss: 1976.3560 - val_mean_squared_error: 1976.3560 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3424 - mean_squared_error: 39.3424 - val_loss: 1923.9464 - val_mean_squared_error: 1923.9464 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 37.4967 - mean_squared_error: 37.4967 - val_loss: 2015.1665 - val_mean_squared_error: 2015.1665 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0758 - mean_squared_error: 37.0758 - val_loss: 1954.8844 - val_mean_squared_error: 1954.8844 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6287 - mean_squared_error: 40.6287 - val_loss: 1833.8730 - val_mean_squared_error: 1833.8728 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2089 - mean_squared_error: 37.2089 - val_loss: 1917.0782 - val_mean_squared_error: 1917.0782 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5203 - mean_squared_error: 40.5203 - val_loss: 1922.4762 - val_mean_squared_error: 1922.4762 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8936 - mean_squared_error: 36.8936 - val_loss: 1772.3894 - val_mean_squared_error: 1772.3894 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7106 - mean_squared_error: 45.7106 - val_loss: 1607.0079 - val_mean_squared_error: 1607.0079 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6612 - mean_squared_error: 45.6612 - val_loss: 1523.0725 - val_mean_squared_error: 1523.0725
2022-12-09 12:02:02.322478: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 12:02:02.967399: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2360.4133 - mean_squared_error: 2360.4133
2022-12-09 12:02:07.802390: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2360.4133 - mean_squared_error: 2360.4133 - val_loss: 1025.8431 - val_mean_squared_error: 1025.8431 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 157.2036 - mean_squared_error: 157.2036 - val_loss: 1610.3873 - val_mean_squared_error: 1610.3872 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 83.4942 - mean_squared_error: 83.4942 - val_loss: 2275.1855 - val_mean_squared_error: 2275.1855 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 68.4593 - mean_squared_error: 68.4593 - val_loss: 2760.2285 - val_mean_squared_error: 2760.2285 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 57.4392 - mean_squared_error: 57.4392 - val_loss: 2881.7324 - val_mean_squared_error: 2881.7324 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 49.8932 - mean_squared_error: 49.8932 - val_loss: 2862.5129 - val_mean_squared_error: 2862.5129 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 53.1437 - mean_squared_error: 53.1437 - val_loss: 2954.2141 - val_mean_squared_error: 2954.2141 Epoch 8/25 81/81 [==============================] - 1s 14ms/step - loss: 51.5327 - mean_squared_error: 51.5327 - val_loss: 2944.7412 - val_mean_squared_error: 2944.7412 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 46.9317 - mean_squared_error: 46.9317 - val_loss: 2985.9861 - val_mean_squared_error: 2985.9861 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 42.1567 - mean_squared_error: 42.1567 - val_loss: 2958.2505 - val_mean_squared_error: 2958.2505 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0242 - mean_squared_error: 43.0242 - val_loss: 2957.1272 - val_mean_squared_error: 2957.1272 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3633 - mean_squared_error: 42.3633 - val_loss: 2968.8623 - val_mean_squared_error: 2968.8623 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6363 - mean_squared_error: 41.6363 - val_loss: 2980.1133 - val_mean_squared_error: 2980.1133 Epoch 14/25 81/81 [==============================] - 1s 13ms/step - loss: 39.6351 - mean_squared_error: 39.6351 - val_loss: 2927.7375 - val_mean_squared_error: 2927.7375 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4808 - mean_squared_error: 42.4808 - val_loss: 2951.9690 - val_mean_squared_error: 2951.9690 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9543 - mean_squared_error: 42.9543 - val_loss: 2930.7515 - val_mean_squared_error: 2930.7515 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6725 - mean_squared_error: 45.6725 - val_loss: 2912.7546 - val_mean_squared_error: 2912.7546 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0361 - mean_squared_error: 43.0361 - val_loss: 2885.2510 - val_mean_squared_error: 2885.2510 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1700 - mean_squared_error: 42.1700 - val_loss: 2916.2444 - val_mean_squared_error: 2916.2441 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 44.7758 - mean_squared_error: 44.7758 - val_loss: 2831.2446 - val_mean_squared_error: 2831.2446 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9514 - mean_squared_error: 41.9514 - val_loss: 2818.7131 - val_mean_squared_error: 2818.7131 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 34.1906 - mean_squared_error: 34.1906 - val_loss: 2845.8533 - val_mean_squared_error: 2845.8530 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8219 - mean_squared_error: 39.8219 - val_loss: 2875.9116 - val_mean_squared_error: 2875.9116 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 36.5212 - mean_squared_error: 36.5212 - val_loss: 2880.9463 - val_mean_squared_error: 2880.9463 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7600 - mean_squared_error: 45.7600 - val_loss: 2898.4622 - val_mean_squared_error: 2898.4622
2022-12-09 12:02:26.486796: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:02:27.198825: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2409.4148 - mean_squared_error: 2409.4148
2022-12-09 12:02:32.347028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2409.4148 - mean_squared_error: 2409.4148 - val_loss: 1111.0938 - val_mean_squared_error: 1111.0938 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 199.5440 - mean_squared_error: 199.5440 - val_loss: 1568.1111 - val_mean_squared_error: 1568.1111 Epoch 3/25 81/81 [==============================] - 2s 19ms/step - loss: 91.3983 - mean_squared_error: 91.3983 - val_loss: 1685.1313 - val_mean_squared_error: 1685.1313 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 63.7231 - mean_squared_error: 63.7231 - val_loss: 1672.4187 - val_mean_squared_error: 1672.4187 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 53.6242 - mean_squared_error: 53.6242 - val_loss: 1828.8074 - val_mean_squared_error: 1828.8073 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 52.1924 - mean_squared_error: 52.1924 - val_loss: 2014.5033 - val_mean_squared_error: 2014.5033 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 50.7971 - mean_squared_error: 50.7971 - val_loss: 2083.8655 - val_mean_squared_error: 2083.8655 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8124 - mean_squared_error: 44.8124 - val_loss: 2048.4712 - val_mean_squared_error: 2048.4712 Epoch 9/25 81/81 [==============================] - 1s 15ms/step - loss: 46.5790 - mean_squared_error: 46.5790 - val_loss: 2064.4688 - val_mean_squared_error: 2064.4688 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4058 - mean_squared_error: 42.4058 - val_loss: 2024.7094 - val_mean_squared_error: 2024.7094 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4057 - mean_squared_error: 45.4057 - val_loss: 1859.6691 - val_mean_squared_error: 1859.6691 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 50.1542 - mean_squared_error: 50.1542 - val_loss: 1984.2279 - val_mean_squared_error: 1984.2279 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7119 - mean_squared_error: 41.7119 - val_loss: 1983.0699 - val_mean_squared_error: 1983.0699 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8813 - mean_squared_error: 38.8813 - val_loss: 2002.4138 - val_mean_squared_error: 2002.4138 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9517 - mean_squared_error: 36.9517 - val_loss: 1715.7954 - val_mean_squared_error: 1715.7954 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2459 - mean_squared_error: 41.2459 - val_loss: 2018.9467 - val_mean_squared_error: 2018.9467 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3118 - mean_squared_error: 40.3118 - val_loss: 1578.1118 - val_mean_squared_error: 1578.1118 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6452 - mean_squared_error: 45.6452 - val_loss: 1559.4066 - val_mean_squared_error: 1559.4066 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.7662 - mean_squared_error: 36.7662 - val_loss: 1684.0542 - val_mean_squared_error: 1684.0542 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1244 - mean_squared_error: 45.1244 - val_loss: 1799.1127 - val_mean_squared_error: 1799.1127 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8721 - mean_squared_error: 38.8721 - val_loss: 1633.5120 - val_mean_squared_error: 1633.5120 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9891 - mean_squared_error: 44.9891 - val_loss: 1678.0487 - val_mean_squared_error: 1678.0487 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6143 - mean_squared_error: 39.6143 - val_loss: 1604.6022 - val_mean_squared_error: 1604.6022 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7981 - mean_squared_error: 42.7981 - val_loss: 1699.7931 - val_mean_squared_error: 1699.7931 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0384 - mean_squared_error: 39.0384 - val_loss: 1399.3650 - val_mean_squared_error: 1399.3650
2022-12-09 12:02:51.167546: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:02:51.817934: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2462.7708 - mean_squared_error: 2462.7708
2022-12-09 12:02:56.771876: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2462.7708 - mean_squared_error: 2462.7708 - val_loss: 1072.3322 - val_mean_squared_error: 1072.3322 Epoch 2/25 81/81 [==============================] - 2s 23ms/step - loss: 148.0734 - mean_squared_error: 148.0734 - val_loss: 1260.3568 - val_mean_squared_error: 1260.3568 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 62.8906 - mean_squared_error: 62.8906 - val_loss: 1452.2235 - val_mean_squared_error: 1452.2235 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 51.1216 - mean_squared_error: 51.1216 - val_loss: 1938.8669 - val_mean_squared_error: 1938.8667 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 46.7126 - mean_squared_error: 46.7126 - val_loss: 2158.0986 - val_mean_squared_error: 2158.0986 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 48.6265 - mean_squared_error: 48.6265 - val_loss: 2163.9187 - val_mean_squared_error: 2163.9187 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 46.5174 - mean_squared_error: 46.5174 - val_loss: 2164.4980 - val_mean_squared_error: 2164.4980 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 41.2783 - mean_squared_error: 41.2783 - val_loss: 2058.1426 - val_mean_squared_error: 2058.1426 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 40.3071 - mean_squared_error: 40.3071 - val_loss: 2141.7383 - val_mean_squared_error: 2141.7383 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8708 - mean_squared_error: 46.8708 - val_loss: 2160.4561 - val_mean_squared_error: 2160.4561 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.1269 - mean_squared_error: 47.1269 - val_loss: 2140.2954 - val_mean_squared_error: 2140.2954 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5394 - mean_squared_error: 41.5394 - val_loss: 2076.4351 - val_mean_squared_error: 2076.4351 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2882 - mean_squared_error: 35.2882 - val_loss: 2075.0549 - val_mean_squared_error: 2075.0549 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1893 - mean_squared_error: 46.1893 - val_loss: 2025.4572 - val_mean_squared_error: 2025.4572 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 33.3151 - mean_squared_error: 33.3151 - val_loss: 1947.2472 - val_mean_squared_error: 1947.2472 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4289 - mean_squared_error: 37.4289 - val_loss: 1921.2262 - val_mean_squared_error: 1921.2262 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5635 - mean_squared_error: 39.5635 - val_loss: 1869.9425 - val_mean_squared_error: 1869.9425 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3194 - mean_squared_error: 36.3194 - val_loss: 1779.5920 - val_mean_squared_error: 1779.5920 Epoch 19/25 81/81 [==============================] - 1s 11ms/step - loss: 40.1190 - mean_squared_error: 40.1190 - val_loss: 1804.3832 - val_mean_squared_error: 1804.3832 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 32.9105 - mean_squared_error: 32.9105 - val_loss: 1874.2921 - val_mean_squared_error: 1874.2921 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 33.8167 - mean_squared_error: 33.8167 - val_loss: 1760.3129 - val_mean_squared_error: 1760.3129 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 31.7312 - mean_squared_error: 31.7312 - val_loss: 1745.3762 - val_mean_squared_error: 1745.3762 Epoch 23/25 81/81 [==============================] - 1s 11ms/step - loss: 40.7019 - mean_squared_error: 40.7019 - val_loss: 1916.7467 - val_mean_squared_error: 1916.7467 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4629 - mean_squared_error: 44.4629 - val_loss: 1821.1274 - val_mean_squared_error: 1821.1274 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 35.6631 - mean_squared_error: 35.6631 - val_loss: 1679.7410 - val_mean_squared_error: 1679.7410
2022-12-09 12:03:17.616435: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.60500742 0.12548801 ... 0. 0. 0. ] [0.6737802 0.60709947 0.15281651 ... 0. 0. 0. ] [0.65978331 0.61047375 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.64428398 0.07933631 ... 0. 0. 0. ] [1. 0.6460386 0.07306191 ... 0. 0. 0. ] [0.99225423 0.66290997 0.08951478 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:03:18.552508: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.4692 - mean_squared_error: 2422.4692
2022-12-09 12:03:24.241820: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2422.4692 - mean_squared_error: 2422.4692 - val_loss: 930.0598 - val_mean_squared_error: 930.0596 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 131.2525 - mean_squared_error: 131.2525 - val_loss: 1127.8052 - val_mean_squared_error: 1127.8052 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 58.6414 - mean_squared_error: 58.6414 - val_loss: 1950.3701 - val_mean_squared_error: 1950.3701 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 52.9061 - mean_squared_error: 52.9061 - val_loss: 2405.6174 - val_mean_squared_error: 2405.6174 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 43.9896 - mean_squared_error: 43.9896 - val_loss: 2661.1523 - val_mean_squared_error: 2661.1523 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 43.8054 - mean_squared_error: 43.8054 - val_loss: 2647.4009 - val_mean_squared_error: 2647.4009 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 46.3957 - mean_squared_error: 46.3957 - val_loss: 2780.6602 - val_mean_squared_error: 2780.6602 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 49.5507 - mean_squared_error: 49.5507 - val_loss: 2726.4414 - val_mean_squared_error: 2726.4414 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 38.3809 - mean_squared_error: 38.3809 - val_loss: 2672.6199 - val_mean_squared_error: 2672.6199 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6680 - mean_squared_error: 41.6680 - val_loss: 2702.4619 - val_mean_squared_error: 2702.4619 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6929 - mean_squared_error: 38.6929 - val_loss: 2619.0266 - val_mean_squared_error: 2619.0266 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 43.9285 - mean_squared_error: 43.9285 - val_loss: 2721.4985 - val_mean_squared_error: 2721.4985 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9403 - mean_squared_error: 44.9403 - val_loss: 2551.8547 - val_mean_squared_error: 2551.8547 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0027 - mean_squared_error: 41.0027 - val_loss: 2474.4673 - val_mean_squared_error: 2474.4673 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2221 - mean_squared_error: 46.2221 - val_loss: 2389.7021 - val_mean_squared_error: 2389.7021 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9615 - mean_squared_error: 44.9615 - val_loss: 2454.1277 - val_mean_squared_error: 2454.1277 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8962 - mean_squared_error: 41.8962 - val_loss: 2365.2268 - val_mean_squared_error: 2365.2268 Epoch 18/25 81/81 [==============================] - 1s 17ms/step - loss: 43.2989 - mean_squared_error: 43.2989 - val_loss: 2379.1357 - val_mean_squared_error: 2379.1357 Epoch 19/25 81/81 [==============================] - 1s 12ms/step - loss: 38.5957 - mean_squared_error: 38.5957 - val_loss: 2528.1555 - val_mean_squared_error: 2528.1555 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8614 - mean_squared_error: 39.8614 - val_loss: 2311.3738 - val_mean_squared_error: 2311.3738 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6551 - mean_squared_error: 46.6551 - val_loss: 2142.7327 - val_mean_squared_error: 2142.7327 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5974 - mean_squared_error: 39.5974 - val_loss: 2385.8186 - val_mean_squared_error: 2385.8186 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9042 - mean_squared_error: 36.9042 - val_loss: 2243.9673 - val_mean_squared_error: 2243.9673 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7123 - mean_squared_error: 44.7123 - val_loss: 2343.6194 - val_mean_squared_error: 2343.6194 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7737 - mean_squared_error: 43.7737 - val_loss: 2101.8052 - val_mean_squared_error: 2101.8052
2022-12-09 12:03:45.245193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007041054403336114 Generation: 27 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:03:45.955648: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.2161 - mean_squared_error: 2385.2161
2022-12-09 12:03:50.961986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 53ms/step - loss: 2385.2161 - mean_squared_error: 2385.2161 - val_loss: 1108.5759 - val_mean_squared_error: 1108.5759 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 190.1135 - mean_squared_error: 190.1135 - val_loss: 1184.7791 - val_mean_squared_error: 1184.7791 Epoch 3/25 81/81 [==============================] - 1s 15ms/step - loss: 88.8948 - mean_squared_error: 88.8948 - val_loss: 1503.7994 - val_mean_squared_error: 1503.7994 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 70.4994 - mean_squared_error: 70.4994 - val_loss: 2155.4521 - val_mean_squared_error: 2155.4521 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 64.2379 - mean_squared_error: 64.2379 - val_loss: 1927.6641 - val_mean_squared_error: 1927.6641 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 52.8669 - mean_squared_error: 52.8669 - val_loss: 2351.0566 - val_mean_squared_error: 2351.0566 Epoch 7/25 81/81 [==============================] - 1s 13ms/step - loss: 45.6135 - mean_squared_error: 45.6135 - val_loss: 2438.7627 - val_mean_squared_error: 2438.7627 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 52.4783 - mean_squared_error: 52.4783 - val_loss: 2232.4124 - val_mean_squared_error: 2232.4124 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 46.2489 - mean_squared_error: 46.2489 - val_loss: 2200.7815 - val_mean_squared_error: 2200.7815 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.5961 - mean_squared_error: 44.5961 - val_loss: 2357.0291 - val_mean_squared_error: 2357.0291 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7335 - mean_squared_error: 41.7335 - val_loss: 2262.2625 - val_mean_squared_error: 2262.2625 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.4708 - mean_squared_error: 42.4708 - val_loss: 2155.6392 - val_mean_squared_error: 2155.6392 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4862 - mean_squared_error: 39.4862 - val_loss: 2138.0332 - val_mean_squared_error: 2138.0332 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 37.7923 - mean_squared_error: 37.7923 - val_loss: 2248.2480 - val_mean_squared_error: 2248.2480 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1198 - mean_squared_error: 45.1198 - val_loss: 2255.3164 - val_mean_squared_error: 2255.3164 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1498 - mean_squared_error: 36.1498 - val_loss: 2198.0396 - val_mean_squared_error: 2198.0396 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4629 - mean_squared_error: 40.4629 - val_loss: 2244.8203 - val_mean_squared_error: 2244.8203 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 35.6117 - mean_squared_error: 35.6117 - val_loss: 2186.7180 - val_mean_squared_error: 2186.7180 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 47.1840 - mean_squared_error: 47.1840 - val_loss: 2079.5198 - val_mean_squared_error: 2079.5198 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4367 - mean_squared_error: 41.4367 - val_loss: 2140.3591 - val_mean_squared_error: 2140.3591 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1542 - mean_squared_error: 41.1542 - val_loss: 1884.1289 - val_mean_squared_error: 1884.1289 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8954 - mean_squared_error: 41.8954 - val_loss: 1828.3297 - val_mean_squared_error: 1828.3297 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4246 - mean_squared_error: 46.4246 - val_loss: 1986.5800 - val_mean_squared_error: 1986.5800 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4517 - mean_squared_error: 38.4517 - val_loss: 2087.9294 - val_mean_squared_error: 2087.9294 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8198 - mean_squared_error: 42.8198 - val_loss: 1968.2815 - val_mean_squared_error: 1968.2815
2022-12-09 12:04:09.885702: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 12:04:10.618112: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2412.1223 - mean_squared_error: 2412.1223
2022-12-09 12:04:15.773429: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2412.1223 - mean_squared_error: 2412.1223 - val_loss: 1051.1780 - val_mean_squared_error: 1051.1780 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 126.4825 - mean_squared_error: 126.4825 - val_loss: 1220.4133 - val_mean_squared_error: 1220.4133 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 61.0655 - mean_squared_error: 61.0655 - val_loss: 1830.5564 - val_mean_squared_error: 1830.5564 Epoch 4/25 81/81 [==============================] - 1s 18ms/step - loss: 61.6738 - mean_squared_error: 61.6738 - val_loss: 2267.1904 - val_mean_squared_error: 2267.1904 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3414 - mean_squared_error: 43.3414 - val_loss: 2349.3362 - val_mean_squared_error: 2349.3362 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.1935 - mean_squared_error: 44.1935 - val_loss: 2543.2437 - val_mean_squared_error: 2543.2437 Epoch 7/25 81/81 [==============================] - 1s 12ms/step - loss: 49.6078 - mean_squared_error: 49.6078 - val_loss: 2378.0466 - val_mean_squared_error: 2378.0466 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 45.0907 - mean_squared_error: 45.0907 - val_loss: 2489.6431 - val_mean_squared_error: 2489.6431 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 48.0229 - mean_squared_error: 48.0229 - val_loss: 2330.4609 - val_mean_squared_error: 2330.4609 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 44.5096 - mean_squared_error: 44.5096 - val_loss: 2502.8027 - val_mean_squared_error: 2502.8027 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4870 - mean_squared_error: 44.4870 - val_loss: 2357.4097 - val_mean_squared_error: 2357.4097 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3158 - mean_squared_error: 43.3158 - val_loss: 2341.3213 - val_mean_squared_error: 2341.3213 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4382 - mean_squared_error: 43.4382 - val_loss: 2310.0022 - val_mean_squared_error: 2310.0022 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1388 - mean_squared_error: 39.1388 - val_loss: 2266.0066 - val_mean_squared_error: 2266.0066 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8869 - mean_squared_error: 39.8869 - val_loss: 2136.6855 - val_mean_squared_error: 2136.6855 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3632 - mean_squared_error: 46.3632 - val_loss: 2138.6987 - val_mean_squared_error: 2138.6987 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8775 - mean_squared_error: 41.8775 - val_loss: 2194.8638 - val_mean_squared_error: 2194.8638 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9253 - mean_squared_error: 46.9253 - val_loss: 2133.0537 - val_mean_squared_error: 2133.0537 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4578 - mean_squared_error: 41.4578 - val_loss: 2012.4792 - val_mean_squared_error: 2012.4792 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1919 - mean_squared_error: 39.1919 - val_loss: 2051.4434 - val_mean_squared_error: 2051.4434 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 44.3802 - mean_squared_error: 44.3802 - val_loss: 2004.2183 - val_mean_squared_error: 2004.2183 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6778 - mean_squared_error: 39.6778 - val_loss: 1873.2448 - val_mean_squared_error: 1873.2448 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0735 - mean_squared_error: 38.0735 - val_loss: 1938.0388 - val_mean_squared_error: 1938.0388 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7044 - mean_squared_error: 43.7044 - val_loss: 1766.9735 - val_mean_squared_error: 1766.9735 Epoch 25/25 81/81 [==============================] - 1s 14ms/step - loss: 40.7499 - mean_squared_error: 40.7499 - val_loss: 1773.8090 - val_mean_squared_error: 1773.8090
2022-12-09 12:04:35.881539: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:04:36.708561: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2330.7058 - mean_squared_error: 2330.7058
2022-12-09 12:04:42.171742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2330.7058 - mean_squared_error: 2330.7058 - val_loss: 936.5096 - val_mean_squared_error: 936.5096 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 119.8427 - mean_squared_error: 119.8427 - val_loss: 1039.3087 - val_mean_squared_error: 1039.3087 Epoch 3/25 81/81 [==============================] - 1s 15ms/step - loss: 58.1930 - mean_squared_error: 58.1930 - val_loss: 1551.7733 - val_mean_squared_error: 1551.7733 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 47.1687 - mean_squared_error: 47.1687 - val_loss: 1876.1309 - val_mean_squared_error: 1876.1309 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 53.2149 - mean_squared_error: 53.2149 - val_loss: 2056.0073 - val_mean_squared_error: 2056.0071 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3759 - mean_squared_error: 41.3759 - val_loss: 2193.0503 - val_mean_squared_error: 2193.0503 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6459 - mean_squared_error: 41.6459 - val_loss: 2225.0208 - val_mean_squared_error: 2225.0208 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 43.6497 - mean_squared_error: 43.6497 - val_loss: 2273.3953 - val_mean_squared_error: 2273.3953 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3801 - mean_squared_error: 43.3801 - val_loss: 2273.9404 - val_mean_squared_error: 2273.9404 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 44.0743 - mean_squared_error: 44.0743 - val_loss: 2098.0225 - val_mean_squared_error: 2098.0225 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 46.5683 - mean_squared_error: 46.5683 - val_loss: 2188.0874 - val_mean_squared_error: 2188.0874 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 35.9479 - mean_squared_error: 35.9479 - val_loss: 1996.7826 - val_mean_squared_error: 1996.7826 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0726 - mean_squared_error: 36.0726 - val_loss: 2094.9680 - val_mean_squared_error: 2094.9680 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.3629 - mean_squared_error: 37.3629 - val_loss: 2010.1552 - val_mean_squared_error: 2010.1552 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2142 - mean_squared_error: 39.2142 - val_loss: 2179.5542 - val_mean_squared_error: 2179.5542 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.7089 - mean_squared_error: 38.7089 - val_loss: 2130.2466 - val_mean_squared_error: 2130.2466 Epoch 17/25 81/81 [==============================] - 1s 11ms/step - loss: 37.1974 - mean_squared_error: 37.1974 - val_loss: 2042.4287 - val_mean_squared_error: 2042.4287 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 32.6016 - mean_squared_error: 32.6016 - val_loss: 2163.9719 - val_mean_squared_error: 2163.9717 Epoch 19/25 81/81 [==============================] - 1s 10ms/step - loss: 37.5187 - mean_squared_error: 37.5187 - val_loss: 1866.1626 - val_mean_squared_error: 1866.1626 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3602 - mean_squared_error: 38.3602 - val_loss: 2111.3450 - val_mean_squared_error: 2111.3450 Epoch 21/25 81/81 [==============================] - 1s 16ms/step - loss: 43.0300 - mean_squared_error: 43.0300 - val_loss: 1978.4727 - val_mean_squared_error: 1978.4727 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5554 - mean_squared_error: 41.5554 - val_loss: 2029.4331 - val_mean_squared_error: 2029.4331 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 31.2588 - mean_squared_error: 31.2588 - val_loss: 1810.4453 - val_mean_squared_error: 1810.4453 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5997 - mean_squared_error: 38.5997 - val_loss: 1787.6451 - val_mean_squared_error: 1787.6451 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6923 - mean_squared_error: 40.6923 - val_loss: 1701.0078 - val_mean_squared_error: 1701.0078
2022-12-09 12:05:01.989936: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.60500742 0.12548801 ... 0. 0. 0. ] [0.6737802 0.60709947 0.15281651 ... 0. 0. 0. ] [0.65978331 0.61047375 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.64428398 0.07933631 ... 0. 0. 0. ] [1. 0.6460386 0.07306191 ... 0. 0. 0. ] [0.99225423 0.66290997 0.08951478 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:05:02.692920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2347.4165 - mean_squared_error: 2347.4165
2022-12-09 12:05:08.441767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2347.4165 - mean_squared_error: 2347.4165 - val_loss: 1040.8522 - val_mean_squared_error: 1040.8522 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 120.1155 - mean_squared_error: 120.1155 - val_loss: 1408.6145 - val_mean_squared_error: 1408.6145 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 65.1965 - mean_squared_error: 65.1965 - val_loss: 1914.1678 - val_mean_squared_error: 1914.1678 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 54.9071 - mean_squared_error: 54.9071 - val_loss: 2545.5928 - val_mean_squared_error: 2545.5928 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 51.5736 - mean_squared_error: 51.5736 - val_loss: 2714.5334 - val_mean_squared_error: 2714.5334 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9472 - mean_squared_error: 46.9472 - val_loss: 2714.4868 - val_mean_squared_error: 2714.4868 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 54.0187 - mean_squared_error: 54.0187 - val_loss: 2563.9573 - val_mean_squared_error: 2563.9573 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.7672 - mean_squared_error: 44.7672 - val_loss: 2693.5178 - val_mean_squared_error: 2693.5178 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 47.4497 - mean_squared_error: 47.4497 - val_loss: 2449.3242 - val_mean_squared_error: 2449.3242 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5843 - mean_squared_error: 38.5843 - val_loss: 2463.7307 - val_mean_squared_error: 2463.7307 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1287 - mean_squared_error: 39.1287 - val_loss: 2448.3462 - val_mean_squared_error: 2448.3462 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 40.0913 - mean_squared_error: 40.0913 - val_loss: 2429.2383 - val_mean_squared_error: 2429.2383 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 44.7821 - mean_squared_error: 44.7821 - val_loss: 2240.6321 - val_mean_squared_error: 2240.6321 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 43.6140 - mean_squared_error: 43.6140 - val_loss: 2391.9216 - val_mean_squared_error: 2391.9216 Epoch 15/25 81/81 [==============================] - 1s 11ms/step - loss: 34.1211 - mean_squared_error: 34.1211 - val_loss: 2169.4719 - val_mean_squared_error: 2169.4719 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 40.6364 - mean_squared_error: 40.6364 - val_loss: 2151.2354 - val_mean_squared_error: 2151.2354 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1188 - mean_squared_error: 40.1188 - val_loss: 2184.2854 - val_mean_squared_error: 2184.2854 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6946 - mean_squared_error: 41.6946 - val_loss: 2181.7173 - val_mean_squared_error: 2181.7173 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9610 - mean_squared_error: 43.9610 - val_loss: 1995.7316 - val_mean_squared_error: 1995.7316 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1685 - mean_squared_error: 40.1685 - val_loss: 2116.0676 - val_mean_squared_error: 2116.0676 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8993 - mean_squared_error: 41.8993 - val_loss: 2080.6426 - val_mean_squared_error: 2080.6426 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1099 - mean_squared_error: 45.1099 - val_loss: 1967.4790 - val_mean_squared_error: 1967.4790 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7951 - mean_squared_error: 37.7951 - val_loss: 1897.3853 - val_mean_squared_error: 1897.3850 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0593 - mean_squared_error: 37.0593 - val_loss: 1800.4565 - val_mean_squared_error: 1800.4565 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7379 - mean_squared_error: 41.7379 - val_loss: 1751.5638 - val_mean_squared_error: 1751.5638
2022-12-09 12:05:27.297597: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:05:28.120956: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.4834 - mean_squared_error: 2405.4834
2022-12-09 12:05:33.795856: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2405.4834 - mean_squared_error: 2405.4834 - val_loss: 967.8620 - val_mean_squared_error: 967.8620 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 168.9000 - mean_squared_error: 168.9000 - val_loss: 1736.8688 - val_mean_squared_error: 1736.8688 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 83.5890 - mean_squared_error: 83.5890 - val_loss: 2194.7041 - val_mean_squared_error: 2194.7041 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 80.5966 - mean_squared_error: 80.5966 - val_loss: 2553.1304 - val_mean_squared_error: 2553.1304 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 55.3818 - mean_squared_error: 55.3818 - val_loss: 2666.6550 - val_mean_squared_error: 2666.6550 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 53.3416 - mean_squared_error: 53.3416 - val_loss: 2792.0112 - val_mean_squared_error: 2792.0112 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 50.5609 - mean_squared_error: 50.5609 - val_loss: 2819.6990 - val_mean_squared_error: 2819.6990 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9695 - mean_squared_error: 45.9695 - val_loss: 2825.5361 - val_mean_squared_error: 2825.5359 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 55.0563 - mean_squared_error: 55.0563 - val_loss: 2805.2446 - val_mean_squared_error: 2805.2446 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4649 - mean_squared_error: 42.4649 - val_loss: 2777.6345 - val_mean_squared_error: 2777.6345 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2988 - mean_squared_error: 44.2988 - val_loss: 2824.5046 - val_mean_squared_error: 2824.5046 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.4608 - mean_squared_error: 43.4608 - val_loss: 2735.7249 - val_mean_squared_error: 2735.7249 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3437 - mean_squared_error: 39.3437 - val_loss: 2646.3098 - val_mean_squared_error: 2646.3098 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 39.3101 - mean_squared_error: 39.3101 - val_loss: 2805.6196 - val_mean_squared_error: 2805.6196 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 47.1670 - mean_squared_error: 47.1670 - val_loss: 2763.2612 - val_mean_squared_error: 2763.2612 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1623 - mean_squared_error: 39.1623 - val_loss: 2732.6382 - val_mean_squared_error: 2732.6382 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 42.0786 - mean_squared_error: 42.0786 - val_loss: 2722.2371 - val_mean_squared_error: 2722.2371 Epoch 18/25 81/81 [==============================] - 1s 11ms/step - loss: 47.3289 - mean_squared_error: 47.3289 - val_loss: 2611.3591 - val_mean_squared_error: 2611.3591 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1646 - mean_squared_error: 45.1646 - val_loss: 2740.9500 - val_mean_squared_error: 2740.9500 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3553 - mean_squared_error: 40.3553 - val_loss: 2538.2979 - val_mean_squared_error: 2538.2979 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1152 - mean_squared_error: 39.1152 - val_loss: 2464.8408 - val_mean_squared_error: 2464.8408 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 44.9717 - mean_squared_error: 44.9717 - val_loss: 2485.9819 - val_mean_squared_error: 2485.9819 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7448 - mean_squared_error: 40.7448 - val_loss: 2547.8237 - val_mean_squared_error: 2547.8237 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6425 - mean_squared_error: 43.6425 - val_loss: 2492.0344 - val_mean_squared_error: 2492.0344 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5678 - mean_squared_error: 43.5678 - val_loss: 2350.9075 - val_mean_squared_error: 2350.9075
2022-12-09 12:05:53.078774: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005822699338819726 Generation: 28 [[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:05:53.828494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2427.7405 - mean_squared_error: 2427.7405
2022-12-09 12:05:58.881444: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2427.7405 - mean_squared_error: 2427.7405 - val_loss: 1217.8994 - val_mean_squared_error: 1217.8994 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 131.8496 - mean_squared_error: 131.8496 - val_loss: 1374.8694 - val_mean_squared_error: 1374.8694 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 66.3156 - mean_squared_error: 66.3156 - val_loss: 1682.4177 - val_mean_squared_error: 1682.4177 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 48.0318 - mean_squared_error: 48.0318 - val_loss: 2131.6296 - val_mean_squared_error: 2131.6296 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 48.8498 - mean_squared_error: 48.8498 - val_loss: 2350.2280 - val_mean_squared_error: 2350.2280 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2714 - mean_squared_error: 44.2714 - val_loss: 2320.0486 - val_mean_squared_error: 2320.0486 Epoch 7/25 81/81 [==============================] - 1s 14ms/step - loss: 42.3893 - mean_squared_error: 42.3893 - val_loss: 2399.9336 - val_mean_squared_error: 2399.9336 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 44.2720 - mean_squared_error: 44.2720 - val_loss: 2619.1582 - val_mean_squared_error: 2619.1582 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8385 - mean_squared_error: 41.8385 - val_loss: 2574.2971 - val_mean_squared_error: 2574.2971 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 42.0756 - mean_squared_error: 42.0756 - val_loss: 2707.8572 - val_mean_squared_error: 2707.8572 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4515 - mean_squared_error: 45.4515 - val_loss: 2562.3013 - val_mean_squared_error: 2562.3013 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 34.8635 - mean_squared_error: 34.8635 - val_loss: 2485.2988 - val_mean_squared_error: 2485.2988 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3165 - mean_squared_error: 42.3165 - val_loss: 2614.8052 - val_mean_squared_error: 2614.8052 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0847 - mean_squared_error: 39.0847 - val_loss: 2500.3562 - val_mean_squared_error: 2500.3562 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 34.9014 - mean_squared_error: 34.9014 - val_loss: 2441.7029 - val_mean_squared_error: 2441.7029 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0937 - mean_squared_error: 38.0937 - val_loss: 2442.1470 - val_mean_squared_error: 2442.1470 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9917 - mean_squared_error: 39.9917 - val_loss: 2379.1743 - val_mean_squared_error: 2379.1743 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 32.7628 - mean_squared_error: 32.7628 - val_loss: 2337.6904 - val_mean_squared_error: 2337.6904 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1399 - mean_squared_error: 39.1399 - val_loss: 2399.5791 - val_mean_squared_error: 2399.5791 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0613 - mean_squared_error: 47.0613 - val_loss: 2385.5952 - val_mean_squared_error: 2385.5952 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8555 - mean_squared_error: 41.8555 - val_loss: 2186.1804 - val_mean_squared_error: 2186.1804 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 31.3141 - mean_squared_error: 31.3141 - val_loss: 2389.4358 - val_mean_squared_error: 2389.4358 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3691 - mean_squared_error: 42.3691 - val_loss: 2275.6914 - val_mean_squared_error: 2275.6914 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.6450 - mean_squared_error: 35.6450 - val_loss: 2238.7278 - val_mean_squared_error: 2238.7278 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 33.8987 - mean_squared_error: 33.8987 - val_loss: 2372.4626 - val_mean_squared_error: 2372.4626
2022-12-09 12:06:17.928204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.60500742 0.12548801 ... 0. 0. 0. ] [0.6737802 0.60709947 0.15281651 ... 0. 0. 0. ] [0.65978331 0.61047375 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.64428398 0.07933631 ... 0. 0. 0. ] [1. 0.6460386 0.07306191 ... 0. 0. 0. ] [0.99225423 0.66290997 0.08951478 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:06:18.601875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2422.4570 - mean_squared_error: 2422.4570
2022-12-09 12:06:23.970590: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2422.4570 - mean_squared_error: 2422.4570 - val_loss: 840.9661 - val_mean_squared_error: 840.9661 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 134.6484 - mean_squared_error: 134.6484 - val_loss: 1187.6799 - val_mean_squared_error: 1187.6799 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 64.1011 - mean_squared_error: 64.1011 - val_loss: 1815.9062 - val_mean_squared_error: 1815.9062 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 51.2787 - mean_squared_error: 51.2787 - val_loss: 2223.6831 - val_mean_squared_error: 2223.6831 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 53.8641 - mean_squared_error: 53.8641 - val_loss: 2701.4841 - val_mean_squared_error: 2701.4841 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 55.4833 - mean_squared_error: 55.4833 - val_loss: 2574.7551 - val_mean_squared_error: 2574.7551 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 47.4015 - mean_squared_error: 47.4015 - val_loss: 2717.9065 - val_mean_squared_error: 2717.9065 Epoch 8/25 81/81 [==============================] - 1s 13ms/step - loss: 47.0808 - mean_squared_error: 47.0808 - val_loss: 2762.5239 - val_mean_squared_error: 2762.5239 Epoch 9/25 81/81 [==============================] - 1s 12ms/step - loss: 37.7327 - mean_squared_error: 37.7327 - val_loss: 2724.6519 - val_mean_squared_error: 2724.6519 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0808 - mean_squared_error: 42.0808 - val_loss: 2693.4250 - val_mean_squared_error: 2693.4250 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.2842 - mean_squared_error: 43.2842 - val_loss: 2683.9319 - val_mean_squared_error: 2683.9319 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 41.2041 - mean_squared_error: 41.2041 - val_loss: 2685.2378 - val_mean_squared_error: 2685.2378 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5625 - mean_squared_error: 42.5625 - val_loss: 2684.5754 - val_mean_squared_error: 2684.5754 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 34.8789 - mean_squared_error: 34.8789 - val_loss: 2482.1807 - val_mean_squared_error: 2482.1807 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 42.1099 - mean_squared_error: 42.1099 - val_loss: 2491.0698 - val_mean_squared_error: 2491.0698 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6037 - mean_squared_error: 41.6037 - val_loss: 2472.1514 - val_mean_squared_error: 2472.1514 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7321 - mean_squared_error: 41.7321 - val_loss: 2594.2339 - val_mean_squared_error: 2594.2339 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5676 - mean_squared_error: 42.5676 - val_loss: 2578.3350 - val_mean_squared_error: 2578.3350 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6176 - mean_squared_error: 41.6176 - val_loss: 2623.1174 - val_mean_squared_error: 2623.1174 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8087 - mean_squared_error: 42.8087 - val_loss: 2472.7178 - val_mean_squared_error: 2472.7178 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 45.4189 - mean_squared_error: 45.4189 - val_loss: 2555.6575 - val_mean_squared_error: 2555.6575 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6654 - mean_squared_error: 42.6654 - val_loss: 2544.4253 - val_mean_squared_error: 2544.4253 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9994 - mean_squared_error: 41.9994 - val_loss: 2422.2495 - val_mean_squared_error: 2422.2495 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4434 - mean_squared_error: 41.4434 - val_loss: 2496.6716 - val_mean_squared_error: 2496.6716 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8653 - mean_squared_error: 39.8653 - val_loss: 2528.0107 - val_mean_squared_error: 2528.0107
2022-12-09 12:06:43.780612: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 12:06:44.527331: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2410.1926 - mean_squared_error: 2410.1926
2022-12-09 12:06:49.733323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2410.1926 - mean_squared_error: 2410.1926 - val_loss: 798.5351 - val_mean_squared_error: 798.5351 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 129.2699 - mean_squared_error: 129.2699 - val_loss: 1249.9797 - val_mean_squared_error: 1249.9797 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 69.7276 - mean_squared_error: 69.7276 - val_loss: 1964.7169 - val_mean_squared_error: 1964.7169 Epoch 4/25 81/81 [==============================] - 1s 17ms/step - loss: 53.5838 - mean_squared_error: 53.5838 - val_loss: 2413.8508 - val_mean_squared_error: 2413.8508 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 50.8119 - mean_squared_error: 50.8119 - val_loss: 2541.0261 - val_mean_squared_error: 2541.0261 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 56.0711 - mean_squared_error: 56.0711 - val_loss: 2645.4104 - val_mean_squared_error: 2645.4104 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 50.9874 - mean_squared_error: 50.9874 - val_loss: 2676.8186 - val_mean_squared_error: 2676.8186 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 51.0527 - mean_squared_error: 51.0527 - val_loss: 2615.7783 - val_mean_squared_error: 2615.7783 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7185 - mean_squared_error: 47.7185 - val_loss: 2593.8174 - val_mean_squared_error: 2593.8174 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 44.3637 - mean_squared_error: 44.3637 - val_loss: 2706.4324 - val_mean_squared_error: 2706.4324 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7298 - mean_squared_error: 47.7298 - val_loss: 2521.0952 - val_mean_squared_error: 2521.0952 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9837 - mean_squared_error: 43.9837 - val_loss: 2415.7236 - val_mean_squared_error: 2415.7236 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6417 - mean_squared_error: 38.6417 - val_loss: 2512.4084 - val_mean_squared_error: 2512.4084 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 50.9309 - mean_squared_error: 50.9309 - val_loss: 2447.0940 - val_mean_squared_error: 2447.0940 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8330 - mean_squared_error: 38.8330 - val_loss: 2418.7458 - val_mean_squared_error: 2418.7456 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5262 - mean_squared_error: 41.5262 - val_loss: 2475.9600 - val_mean_squared_error: 2475.9600 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 35.9571 - mean_squared_error: 35.9571 - val_loss: 2477.9353 - val_mean_squared_error: 2477.9353 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3657 - mean_squared_error: 40.3657 - val_loss: 2504.7722 - val_mean_squared_error: 2504.7722 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6064 - mean_squared_error: 38.6064 - val_loss: 2489.1558 - val_mean_squared_error: 2489.1558 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3077 - mean_squared_error: 42.3077 - val_loss: 2367.0222 - val_mean_squared_error: 2367.0222 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5889 - mean_squared_error: 42.5889 - val_loss: 2451.2146 - val_mean_squared_error: 2451.2146 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4021 - mean_squared_error: 41.4021 - val_loss: 2401.0425 - val_mean_squared_error: 2401.0425 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8210 - mean_squared_error: 44.8210 - val_loss: 2165.9614 - val_mean_squared_error: 2165.9614 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0729 - mean_squared_error: 39.0729 - val_loss: 2197.7498 - val_mean_squared_error: 2197.7498 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3925 - mean_squared_error: 38.3925 - val_loss: 1982.9552 - val_mean_squared_error: 1982.9552
2022-12-09 12:07:08.698578: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:07:09.365608: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2492.1333 - mean_squared_error: 2492.1333
2022-12-09 12:07:14.587867: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2492.1333 - mean_squared_error: 2492.1333 - val_loss: 1081.0446 - val_mean_squared_error: 1081.0446 Epoch 2/25 81/81 [==============================] - 1s 18ms/step - loss: 181.6948 - mean_squared_error: 181.6948 - val_loss: 1569.5841 - val_mean_squared_error: 1569.5841 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 94.7263 - mean_squared_error: 94.7263 - val_loss: 1733.5413 - val_mean_squared_error: 1733.5413 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 63.0315 - mean_squared_error: 63.0315 - val_loss: 2262.7866 - val_mean_squared_error: 2262.7866 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 55.3454 - mean_squared_error: 55.3454 - val_loss: 2313.2473 - val_mean_squared_error: 2313.2473 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 51.1364 - mean_squared_error: 51.1364 - val_loss: 2433.5303 - val_mean_squared_error: 2433.5303 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 45.9856 - mean_squared_error: 45.9856 - val_loss: 2431.9685 - val_mean_squared_error: 2431.9685 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 48.2903 - mean_squared_error: 48.2903 - val_loss: 2498.3301 - val_mean_squared_error: 2498.3301 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 53.6479 - mean_squared_error: 53.6479 - val_loss: 2365.5210 - val_mean_squared_error: 2365.5210 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 49.0696 - mean_squared_error: 49.0696 - val_loss: 2464.5911 - val_mean_squared_error: 2464.5911 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 45.2267 - mean_squared_error: 45.2267 - val_loss: 2408.5508 - val_mean_squared_error: 2408.5508 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 43.7267 - mean_squared_error: 43.7267 - val_loss: 2449.9500 - val_mean_squared_error: 2449.9500 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 33.6845 - mean_squared_error: 33.6845 - val_loss: 2397.5774 - val_mean_squared_error: 2397.5774 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3679 - mean_squared_error: 41.3679 - val_loss: 2329.0522 - val_mean_squared_error: 2329.0522 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 40.4632 - mean_squared_error: 40.4632 - val_loss: 2419.7759 - val_mean_squared_error: 2419.7759 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 48.1171 - mean_squared_error: 48.1171 - val_loss: 2335.3091 - val_mean_squared_error: 2335.3091 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7291 - mean_squared_error: 38.7291 - val_loss: 2184.7297 - val_mean_squared_error: 2184.7297 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 39.0125 - mean_squared_error: 39.0125 - val_loss: 2235.0466 - val_mean_squared_error: 2235.0466 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4227 - mean_squared_error: 37.4227 - val_loss: 2345.8701 - val_mean_squared_error: 2345.8701 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4417 - mean_squared_error: 36.4417 - val_loss: 2322.6660 - val_mean_squared_error: 2322.6660 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0212 - mean_squared_error: 42.0212 - val_loss: 2140.5442 - val_mean_squared_error: 2140.5442 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 47.8708 - mean_squared_error: 47.8708 - val_loss: 2220.4763 - val_mean_squared_error: 2220.4763 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1084 - mean_squared_error: 36.1084 - val_loss: 2202.3970 - val_mean_squared_error: 2202.3970 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2347 - mean_squared_error: 40.2347 - val_loss: 2123.3694 - val_mean_squared_error: 2123.3694 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6686 - mean_squared_error: 40.6686 - val_loss: 2154.2249 - val_mean_squared_error: 2154.2249
2022-12-09 12:07:33.945309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:07:34.697173: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2355.0251 - mean_squared_error: 2355.0251
2022-12-09 12:07:41.642344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 62ms/step - loss: 2355.0251 - mean_squared_error: 2355.0251 - val_loss: 896.1666 - val_mean_squared_error: 896.1666 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 112.6860 - mean_squared_error: 112.6860 - val_loss: 1225.9287 - val_mean_squared_error: 1225.9287 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 65.7382 - mean_squared_error: 65.7382 - val_loss: 1809.3677 - val_mean_squared_error: 1809.3677 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 56.5653 - mean_squared_error: 56.5653 - val_loss: 2439.2095 - val_mean_squared_error: 2439.2095 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 45.1739 - mean_squared_error: 45.1739 - val_loss: 2643.0544 - val_mean_squared_error: 2643.0544 Epoch 6/25 81/81 [==============================] - 1s 18ms/step - loss: 47.0359 - mean_squared_error: 47.0359 - val_loss: 2641.7905 - val_mean_squared_error: 2641.7905 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3591 - mean_squared_error: 43.3591 - val_loss: 2660.7456 - val_mean_squared_error: 2660.7456 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.6057 - mean_squared_error: 46.6057 - val_loss: 2681.6472 - val_mean_squared_error: 2681.6472 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8981 - mean_squared_error: 39.8981 - val_loss: 2633.6206 - val_mean_squared_error: 2633.6206 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0138 - mean_squared_error: 37.0138 - val_loss: 2650.2832 - val_mean_squared_error: 2650.2832 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2462 - mean_squared_error: 40.2462 - val_loss: 2700.6484 - val_mean_squared_error: 2700.6484 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 34.0243 - mean_squared_error: 34.0243 - val_loss: 2640.1755 - val_mean_squared_error: 2640.1755 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 35.3678 - mean_squared_error: 35.3678 - val_loss: 2661.0437 - val_mean_squared_error: 2661.0437 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7931 - mean_squared_error: 37.7931 - val_loss: 2642.8286 - val_mean_squared_error: 2642.8286 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1094 - mean_squared_error: 36.1094 - val_loss: 2623.9905 - val_mean_squared_error: 2623.9902 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1779 - mean_squared_error: 35.1779 - val_loss: 2600.3965 - val_mean_squared_error: 2600.3965 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5610 - mean_squared_error: 41.5610 - val_loss: 2604.7725 - val_mean_squared_error: 2604.7725 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6115 - mean_squared_error: 40.6115 - val_loss: 2507.8606 - val_mean_squared_error: 2507.8606 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3422 - mean_squared_error: 37.3422 - val_loss: 2553.6404 - val_mean_squared_error: 2553.6404 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 33.8036 - mean_squared_error: 33.8036 - val_loss: 2520.6294 - val_mean_squared_error: 2520.6294 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7576 - mean_squared_error: 40.7576 - val_loss: 2459.2402 - val_mean_squared_error: 2459.2402 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9409 - mean_squared_error: 43.9409 - val_loss: 2516.0186 - val_mean_squared_error: 2516.0186 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3409 - mean_squared_error: 38.3409 - val_loss: 2482.6382 - val_mean_squared_error: 2482.6382 Epoch 24/25 81/81 [==============================] - 1s 12ms/step - loss: 37.7894 - mean_squared_error: 37.7894 - val_loss: 2387.5059 - val_mean_squared_error: 2387.5059 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 35.0974 - mean_squared_error: 35.0974 - val_loss: 2502.6360 - val_mean_squared_error: 2502.6357
2022-12-09 12:08:01.696607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0004999907203284778 Generation: 29 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 12:08:02.491841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2395.1499 - mean_squared_error: 2395.1499
2022-12-09 12:08:07.787851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2395.1499 - mean_squared_error: 2395.1499 - val_loss: 1075.4775 - val_mean_squared_error: 1075.4775 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 128.4243 - mean_squared_error: 128.4243 - val_loss: 1035.5784 - val_mean_squared_error: 1035.5784 Epoch 3/25 81/81 [==============================] - 1s 17ms/step - loss: 68.9829 - mean_squared_error: 68.9829 - val_loss: 1733.0238 - val_mean_squared_error: 1733.0238 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 54.7183 - mean_squared_error: 54.7183 - val_loss: 2289.0723 - val_mean_squared_error: 2289.0723 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 48.5315 - mean_squared_error: 48.5315 - val_loss: 2357.3735 - val_mean_squared_error: 2357.3735 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 47.1183 - mean_squared_error: 47.1183 - val_loss: 2548.7603 - val_mean_squared_error: 2548.7600 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 49.2262 - mean_squared_error: 49.2262 - val_loss: 2725.6982 - val_mean_squared_error: 2725.6982 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 51.9735 - mean_squared_error: 51.9735 - val_loss: 2614.9832 - val_mean_squared_error: 2614.9829 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8398 - mean_squared_error: 36.8398 - val_loss: 2605.8589 - val_mean_squared_error: 2605.8589 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 42.2813 - mean_squared_error: 42.2813 - val_loss: 2595.6450 - val_mean_squared_error: 2595.6450 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5119 - mean_squared_error: 45.5119 - val_loss: 2621.9944 - val_mean_squared_error: 2621.9944 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 47.4828 - mean_squared_error: 47.4828 - val_loss: 2485.8513 - val_mean_squared_error: 2485.8513 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0309 - mean_squared_error: 41.0309 - val_loss: 2529.1306 - val_mean_squared_error: 2529.1306 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8223 - mean_squared_error: 38.8223 - val_loss: 2528.2932 - val_mean_squared_error: 2528.2932 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0790 - mean_squared_error: 39.0790 - val_loss: 2542.9299 - val_mean_squared_error: 2542.9299 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2449 - mean_squared_error: 41.2449 - val_loss: 2475.7507 - val_mean_squared_error: 2475.7507 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7401 - mean_squared_error: 44.7401 - val_loss: 2525.4568 - val_mean_squared_error: 2525.4568 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 39.2569 - mean_squared_error: 39.2569 - val_loss: 2460.5969 - val_mean_squared_error: 2460.5969 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9207 - mean_squared_error: 44.9207 - val_loss: 2569.7644 - val_mean_squared_error: 2569.7644 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0915 - mean_squared_error: 44.0915 - val_loss: 2541.4705 - val_mean_squared_error: 2541.4705 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7208 - mean_squared_error: 41.7208 - val_loss: 2465.7466 - val_mean_squared_error: 2465.7466 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6784 - mean_squared_error: 42.6784 - val_loss: 2263.7046 - val_mean_squared_error: 2263.7046 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1954 - mean_squared_error: 39.1954 - val_loss: 2385.3528 - val_mean_squared_error: 2385.3528 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7092 - mean_squared_error: 42.7092 - val_loss: 2246.7175 - val_mean_squared_error: 2246.7175 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3204 - mean_squared_error: 42.3204 - val_loss: 2219.9138 - val_mean_squared_error: 2219.9138
2022-12-09 12:08:27.231334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:08:27.993890: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2462.6582 - mean_squared_error: 2462.6582
2022-12-09 12:08:33.361426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2462.6582 - mean_squared_error: 2462.6582 - val_loss: 1119.9257 - val_mean_squared_error: 1119.9257 Epoch 2/25 81/81 [==============================] - 2s 22ms/step - loss: 188.7143 - mean_squared_error: 188.7143 - val_loss: 1349.0500 - val_mean_squared_error: 1349.0500 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 84.6282 - mean_squared_error: 84.6282 - val_loss: 1262.9462 - val_mean_squared_error: 1262.9462 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 58.2514 - mean_squared_error: 58.2514 - val_loss: 1217.8546 - val_mean_squared_error: 1217.8546 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 56.5054 - mean_squared_error: 56.5054 - val_loss: 1641.5380 - val_mean_squared_error: 1641.5380 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 49.4361 - mean_squared_error: 49.4361 - val_loss: 1540.9867 - val_mean_squared_error: 1540.9867 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 41.9144 - mean_squared_error: 41.9144 - val_loss: 1588.4934 - val_mean_squared_error: 1588.4933 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6122 - mean_squared_error: 48.6122 - val_loss: 1556.1295 - val_mean_squared_error: 1556.1295 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 47.9945 - mean_squared_error: 47.9945 - val_loss: 1423.8878 - val_mean_squared_error: 1423.8878 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4000 - mean_squared_error: 41.4000 - val_loss: 1762.7273 - val_mean_squared_error: 1762.7273 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9326 - mean_squared_error: 40.9326 - val_loss: 1526.7864 - val_mean_squared_error: 1526.7864 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9314 - mean_squared_error: 39.9314 - val_loss: 1345.3306 - val_mean_squared_error: 1345.3306 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2331 - mean_squared_error: 39.2331 - val_loss: 1446.0786 - val_mean_squared_error: 1446.0786 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 49.8901 - mean_squared_error: 49.8901 - val_loss: 1531.7581 - val_mean_squared_error: 1531.7581 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7390 - mean_squared_error: 44.7390 - val_loss: 1154.0701 - val_mean_squared_error: 1154.0701 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8477 - mean_squared_error: 38.8477 - val_loss: 1490.0776 - val_mean_squared_error: 1490.0776 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2050 - mean_squared_error: 39.2050 - val_loss: 1434.5505 - val_mean_squared_error: 1434.5505 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 32.0447 - mean_squared_error: 32.0447 - val_loss: 1581.0610 - val_mean_squared_error: 1581.0610 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0168 - mean_squared_error: 44.0168 - val_loss: 1339.7125 - val_mean_squared_error: 1339.7125 Epoch 20/25 81/81 [==============================] - 1s 11ms/step - loss: 35.0895 - mean_squared_error: 35.0895 - val_loss: 1253.8289 - val_mean_squared_error: 1253.8289 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0479 - mean_squared_error: 36.0479 - val_loss: 1209.3777 - val_mean_squared_error: 1209.3777 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7043 - mean_squared_error: 39.7043 - val_loss: 1223.5858 - val_mean_squared_error: 1223.5858 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 36.2672 - mean_squared_error: 36.2672 - val_loss: 1137.9250 - val_mean_squared_error: 1137.9250 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1464 - mean_squared_error: 44.1464 - val_loss: 1482.9474 - val_mean_squared_error: 1482.9474 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6552 - mean_squared_error: 34.6552 - val_loss: 1002.3150 - val_mean_squared_error: 1002.3150
2022-12-09 12:08:53.581526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:08:54.308611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2421.8311 - mean_squared_error: 2421.8311
2022-12-09 12:09:00.038058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2421.8311 - mean_squared_error: 2421.8311 - val_loss: 912.0482 - val_mean_squared_error: 912.0482 Epoch 2/25 81/81 [==============================] - 1s 18ms/step - loss: 132.2533 - mean_squared_error: 132.2533 - val_loss: 1142.4210 - val_mean_squared_error: 1142.4210 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 57.5144 - mean_squared_error: 57.5144 - val_loss: 1565.9215 - val_mean_squared_error: 1565.9215 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 42.5330 - mean_squared_error: 42.5330 - val_loss: 2147.4167 - val_mean_squared_error: 2147.4167 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 40.0434 - mean_squared_error: 40.0434 - val_loss: 2282.1824 - val_mean_squared_error: 2282.1824 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 36.7917 - mean_squared_error: 36.7917 - val_loss: 2441.8721 - val_mean_squared_error: 2441.8721 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 50.2213 - mean_squared_error: 50.2213 - val_loss: 2427.6943 - val_mean_squared_error: 2427.6943 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0787 - mean_squared_error: 42.0787 - val_loss: 2354.9619 - val_mean_squared_error: 2354.9619 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 40.2170 - mean_squared_error: 40.2170 - val_loss: 2435.6487 - val_mean_squared_error: 2435.6487 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 41.4897 - mean_squared_error: 41.4897 - val_loss: 2434.0027 - val_mean_squared_error: 2434.0027 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6698 - mean_squared_error: 38.6698 - val_loss: 2326.7764 - val_mean_squared_error: 2326.7764 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.4664 - mean_squared_error: 39.4664 - val_loss: 2288.3755 - val_mean_squared_error: 2288.3755 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 49.0373 - mean_squared_error: 49.0373 - val_loss: 2320.6833 - val_mean_squared_error: 2320.6833 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 34.0331 - mean_squared_error: 34.0331 - val_loss: 2360.3384 - val_mean_squared_error: 2360.3384 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 30.7603 - mean_squared_error: 30.7603 - val_loss: 2256.5491 - val_mean_squared_error: 2256.5491 Epoch 16/25 81/81 [==============================] - 1s 11ms/step - loss: 33.0633 - mean_squared_error: 33.0633 - val_loss: 2230.1941 - val_mean_squared_error: 2230.1941 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 33.2423 - mean_squared_error: 33.2423 - val_loss: 2162.0293 - val_mean_squared_error: 2162.0293 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0118 - mean_squared_error: 42.0118 - val_loss: 2283.2356 - val_mean_squared_error: 2283.2356 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3893 - mean_squared_error: 37.3893 - val_loss: 2088.3499 - val_mean_squared_error: 2088.3499 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0870 - mean_squared_error: 36.0870 - val_loss: 2062.2761 - val_mean_squared_error: 2062.2761 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 32.6133 - mean_squared_error: 32.6133 - val_loss: 2155.4731 - val_mean_squared_error: 2155.4731 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 35.4094 - mean_squared_error: 35.4094 - val_loss: 2063.9575 - val_mean_squared_error: 2063.9575 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 50.6268 - mean_squared_error: 50.6268 - val_loss: 1940.0688 - val_mean_squared_error: 1940.0688 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0703 - mean_squared_error: 45.0703 - val_loss: 2040.8118 - val_mean_squared_error: 2040.8118 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 32.1994 - mean_squared_error: 32.1994 - val_loss: 1991.2157 - val_mean_squared_error: 1991.2157
2022-12-09 12:09:19.606494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:09:20.463844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2405.5837 - mean_squared_error: 2405.5837
2022-12-09 12:09:26.305174: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2405.5837 - mean_squared_error: 2405.5837 - val_loss: 892.6670 - val_mean_squared_error: 892.6670 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 117.8798 - mean_squared_error: 117.8798 - val_loss: 1199.9485 - val_mean_squared_error: 1199.9485 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 65.1507 - mean_squared_error: 65.1507 - val_loss: 1735.6841 - val_mean_squared_error: 1735.6841 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 59.8687 - mean_squared_error: 59.8687 - val_loss: 2190.3235 - val_mean_squared_error: 2190.3235 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 52.8472 - mean_squared_error: 52.8472 - val_loss: 2272.4719 - val_mean_squared_error: 2272.4719 Epoch 6/25 81/81 [==============================] - 1s 17ms/step - loss: 52.8638 - mean_squared_error: 52.8638 - val_loss: 2487.7668 - val_mean_squared_error: 2487.7668 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9431 - mean_squared_error: 39.9431 - val_loss: 2410.0842 - val_mean_squared_error: 2410.0842 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9050 - mean_squared_error: 43.9050 - val_loss: 2259.0430 - val_mean_squared_error: 2259.0430 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7901 - mean_squared_error: 45.7901 - val_loss: 2464.2239 - val_mean_squared_error: 2464.2236 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 38.5569 - mean_squared_error: 38.5569 - val_loss: 2470.6755 - val_mean_squared_error: 2470.6755 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9664 - mean_squared_error: 37.9664 - val_loss: 2431.4917 - val_mean_squared_error: 2431.4917 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 33.8826 - mean_squared_error: 33.8826 - val_loss: 2415.4482 - val_mean_squared_error: 2415.4482 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1271 - mean_squared_error: 38.1271 - val_loss: 2283.1797 - val_mean_squared_error: 2283.1797 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6266 - mean_squared_error: 37.6266 - val_loss: 2390.0247 - val_mean_squared_error: 2390.0247 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 34.8339 - mean_squared_error: 34.8339 - val_loss: 2308.9014 - val_mean_squared_error: 2308.9014 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9862 - mean_squared_error: 41.9862 - val_loss: 2367.9050 - val_mean_squared_error: 2367.9050 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3378 - mean_squared_error: 38.3378 - val_loss: 2447.0298 - val_mean_squared_error: 2447.0298 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7961 - mean_squared_error: 37.7961 - val_loss: 2378.0569 - val_mean_squared_error: 2378.0569 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1468 - mean_squared_error: 40.1468 - val_loss: 2337.9736 - val_mean_squared_error: 2337.9736 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 36.4497 - mean_squared_error: 36.4497 - val_loss: 2227.6746 - val_mean_squared_error: 2227.6746 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 34.3840 - mean_squared_error: 34.3840 - val_loss: 2328.8748 - val_mean_squared_error: 2328.8748 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 34.3850 - mean_squared_error: 34.3850 - val_loss: 2269.6038 - val_mean_squared_error: 2269.6038 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9453 - mean_squared_error: 35.9453 - val_loss: 2289.9541 - val_mean_squared_error: 2289.9539 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 30.0630 - mean_squared_error: 30.0630 - val_loss: 2431.7593 - val_mean_squared_error: 2431.7593 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0657 - mean_squared_error: 38.0657 - val_loss: 2248.9465 - val_mean_squared_error: 2248.9465
2022-12-09 12:09:45.224971: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.12548801 0.43662912 0.76015828 ... 0. 0. 0. ] [0.15281651 0.44309554 0.74335148 ... 0. 0. 0. ] [0.18600112 0.44272007 0.72532678 ... 0. 0. 0. ] ... [0.07933631 0.74735086 0.99414683 ... 0. 0. 0. ] [0.07306191 0.76512307 1. ... 0. 0. 0. ] [0.08951478 0.76583229 0.99523183 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:09:45.981732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2362.1265 - mean_squared_error: 2362.1265
2022-12-09 12:09:51.928972: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2362.1265 - mean_squared_error: 2362.1265 - val_loss: 723.6876 - val_mean_squared_error: 723.6876 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 121.2782 - mean_squared_error: 121.2782 - val_loss: 1204.9366 - val_mean_squared_error: 1204.9366 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 59.5985 - mean_squared_error: 59.5985 - val_loss: 1911.5470 - val_mean_squared_error: 1911.5470 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 55.9381 - mean_squared_error: 55.9381 - val_loss: 2319.9507 - val_mean_squared_error: 2319.9507 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6759 - mean_squared_error: 43.6759 - val_loss: 2551.4937 - val_mean_squared_error: 2551.4937 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 59.4036 - mean_squared_error: 59.4036 - val_loss: 2576.1765 - val_mean_squared_error: 2576.1765 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 42.8837 - mean_squared_error: 42.8837 - val_loss: 2529.0591 - val_mean_squared_error: 2529.0591 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4379 - mean_squared_error: 44.4379 - val_loss: 2537.7861 - val_mean_squared_error: 2537.7861 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0728 - mean_squared_error: 45.0728 - val_loss: 2537.9077 - val_mean_squared_error: 2537.9077 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.0989 - mean_squared_error: 43.0989 - val_loss: 2595.1936 - val_mean_squared_error: 2595.1936 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7452 - mean_squared_error: 38.7452 - val_loss: 2510.5022 - val_mean_squared_error: 2510.5022 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3088 - mean_squared_error: 40.3088 - val_loss: 2568.2993 - val_mean_squared_error: 2568.2993 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 49.6956 - mean_squared_error: 49.6956 - val_loss: 2425.6794 - val_mean_squared_error: 2425.6794 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5803 - mean_squared_error: 40.5803 - val_loss: 2454.9058 - val_mean_squared_error: 2454.9058 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7448 - mean_squared_error: 37.7448 - val_loss: 2407.2048 - val_mean_squared_error: 2407.2048 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4831 - mean_squared_error: 38.4831 - val_loss: 2456.1062 - val_mean_squared_error: 2456.1062 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3206 - mean_squared_error: 38.3206 - val_loss: 2319.4824 - val_mean_squared_error: 2319.4824 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2370 - mean_squared_error: 38.2370 - val_loss: 2347.7532 - val_mean_squared_error: 2347.7532 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1199 - mean_squared_error: 40.1199 - val_loss: 2335.5796 - val_mean_squared_error: 2335.5796 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2942 - mean_squared_error: 38.2942 - val_loss: 2389.5728 - val_mean_squared_error: 2389.5728 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 37.3471 - mean_squared_error: 37.3471 - val_loss: 2395.5649 - val_mean_squared_error: 2395.5647 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6929 - mean_squared_error: 41.6929 - val_loss: 2480.4062 - val_mean_squared_error: 2480.4062 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2970 - mean_squared_error: 41.2970 - val_loss: 2283.6321 - val_mean_squared_error: 2283.6321 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4739 - mean_squared_error: 41.4739 - val_loss: 2260.6487 - val_mean_squared_error: 2260.6487 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4157 - mean_squared_error: 34.4157 - val_loss: 2367.1670 - val_mean_squared_error: 2367.1670
2022-12-09 12:10:11.169238: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0009753984458748943 Generation: 30 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:10:11.930008: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2436.1663 - mean_squared_error: 2436.1663
2022-12-09 12:10:17.488215: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2436.1663 - mean_squared_error: 2436.1663 - val_loss: 1077.7877 - val_mean_squared_error: 1077.7877 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 191.8385 - mean_squared_error: 191.8385 - val_loss: 1503.6694 - val_mean_squared_error: 1503.6694 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 91.0562 - mean_squared_error: 91.0562 - val_loss: 1588.1941 - val_mean_squared_error: 1588.1941 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 61.3511 - mean_squared_error: 61.3511 - val_loss: 2015.3739 - val_mean_squared_error: 2015.3739 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 55.5179 - mean_squared_error: 55.5179 - val_loss: 2061.2832 - val_mean_squared_error: 2061.2832 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 52.9811 - mean_squared_error: 52.9811 - val_loss: 2415.8567 - val_mean_squared_error: 2415.8567 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 52.8442 - mean_squared_error: 52.8442 - val_loss: 2400.3279 - val_mean_squared_error: 2400.3279 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.0246 - mean_squared_error: 48.0246 - val_loss: 2348.6160 - val_mean_squared_error: 2348.6160 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 43.4165 - mean_squared_error: 43.4165 - val_loss: 2542.8650 - val_mean_squared_error: 2542.8650 Epoch 10/25 81/81 [==============================] - 1s 15ms/step - loss: 49.3715 - mean_squared_error: 49.3715 - val_loss: 2378.9490 - val_mean_squared_error: 2378.9490 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4786 - mean_squared_error: 39.4786 - val_loss: 2401.9351 - val_mean_squared_error: 2401.9351 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 54.5862 - mean_squared_error: 54.5862 - val_loss: 2464.3586 - val_mean_squared_error: 2464.3586 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7886 - mean_squared_error: 44.7886 - val_loss: 2168.2173 - val_mean_squared_error: 2168.2173 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 40.8730 - mean_squared_error: 40.8730 - val_loss: 2459.4832 - val_mean_squared_error: 2459.4832 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 47.6969 - mean_squared_error: 47.6969 - val_loss: 2429.7456 - val_mean_squared_error: 2429.7456 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5382 - mean_squared_error: 39.5382 - val_loss: 2309.7371 - val_mean_squared_error: 2309.7371 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 46.4665 - mean_squared_error: 46.4665 - val_loss: 2364.5322 - val_mean_squared_error: 2364.5322 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1877 - mean_squared_error: 43.1877 - val_loss: 2317.7031 - val_mean_squared_error: 2317.7031 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.2119 - mean_squared_error: 41.2119 - val_loss: 2206.1052 - val_mean_squared_error: 2206.1052 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 47.3535 - mean_squared_error: 47.3535 - val_loss: 2213.8152 - val_mean_squared_error: 2213.8152 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2137 - mean_squared_error: 38.2137 - val_loss: 2083.4304 - val_mean_squared_error: 2083.4302 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1052 - mean_squared_error: 39.1051 - val_loss: 2144.7827 - val_mean_squared_error: 2144.7827 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 42.6939 - mean_squared_error: 42.6939 - val_loss: 2001.5133 - val_mean_squared_error: 2001.5133 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9143 - mean_squared_error: 40.9143 - val_loss: 2065.9294 - val_mean_squared_error: 2065.9294 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9767 - mean_squared_error: 40.9767 - val_loss: 2273.7019 - val_mean_squared_error: 2273.7019
2022-12-09 12:10:36.921642: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:10:37.718738: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2393.9102 - mean_squared_error: 2393.9102
2022-12-09 12:10:43.334771: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2393.9102 - mean_squared_error: 2393.9102 - val_loss: 1185.0421 - val_mean_squared_error: 1185.0421 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 131.0853 - mean_squared_error: 131.0853 - val_loss: 1332.7944 - val_mean_squared_error: 1332.7944 Epoch 3/25 81/81 [==============================] - 1s 17ms/step - loss: 63.4185 - mean_squared_error: 63.4185 - val_loss: 1601.3271 - val_mean_squared_error: 1601.3271 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 52.9501 - mean_squared_error: 52.9501 - val_loss: 2006.1475 - val_mean_squared_error: 2006.1475 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 46.8506 - mean_squared_error: 46.8506 - val_loss: 2271.9612 - val_mean_squared_error: 2271.9612 Epoch 6/25 81/81 [==============================] - 1s 14ms/step - loss: 42.1637 - mean_squared_error: 42.1637 - val_loss: 2203.7771 - val_mean_squared_error: 2203.7771 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6930 - mean_squared_error: 42.6930 - val_loss: 2310.4824 - val_mean_squared_error: 2310.4824 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 50.6752 - mean_squared_error: 50.6752 - val_loss: 2337.0942 - val_mean_squared_error: 2337.0940 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 45.3220 - mean_squared_error: 45.3220 - val_loss: 2322.6597 - val_mean_squared_error: 2322.6597 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 37.8296 - mean_squared_error: 37.8296 - val_loss: 2267.9321 - val_mean_squared_error: 2267.9321 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 37.6158 - mean_squared_error: 37.6158 - val_loss: 2223.7344 - val_mean_squared_error: 2223.7344 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9391 - mean_squared_error: 36.9391 - val_loss: 2177.9746 - val_mean_squared_error: 2177.9746 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 39.4910 - mean_squared_error: 39.4910 - val_loss: 2171.1177 - val_mean_squared_error: 2171.1177 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 51.3662 - mean_squared_error: 51.3662 - val_loss: 2217.6611 - val_mean_squared_error: 2217.6611 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2141 - mean_squared_error: 38.2141 - val_loss: 2084.9849 - val_mean_squared_error: 2084.9849 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 33.0107 - mean_squared_error: 33.0107 - val_loss: 2139.2573 - val_mean_squared_error: 2139.2573 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2545 - mean_squared_error: 34.2545 - val_loss: 2159.3623 - val_mean_squared_error: 2159.3623 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9706 - mean_squared_error: 42.9706 - val_loss: 2089.1433 - val_mean_squared_error: 2089.1433 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7315 - mean_squared_error: 42.7315 - val_loss: 1770.3287 - val_mean_squared_error: 1770.3287 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.5528 - mean_squared_error: 34.5528 - val_loss: 1892.3192 - val_mean_squared_error: 1892.3192 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1687 - mean_squared_error: 38.1687 - val_loss: 1929.6931 - val_mean_squared_error: 1929.6931 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 35.4985 - mean_squared_error: 35.4985 - val_loss: 1995.9834 - val_mean_squared_error: 1995.9834 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 33.6059 - mean_squared_error: 33.6059 - val_loss: 1837.4556 - val_mean_squared_error: 1837.4556 Epoch 24/25 81/81 [==============================] - 1s 18ms/step - loss: 33.2166 - mean_squared_error: 33.2166 - val_loss: 1832.9927 - val_mean_squared_error: 1832.9927 Epoch 25/25 81/81 [==============================] - 1s 13ms/step - loss: 32.9456 - mean_squared_error: 32.9456 - val_loss: 1710.7976 - val_mean_squared_error: 1710.7976
2022-12-09 12:11:04.672963: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 47) (286, 47) Epoch 1/25
2022-12-09 12:11:05.748087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.3257 - mean_squared_error: 2433.3257
2022-12-09 12:11:11.457425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2433.3257 - mean_squared_error: 2433.3257 - val_loss: 1135.0090 - val_mean_squared_error: 1135.0090 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 129.5338 - mean_squared_error: 129.5338 - val_loss: 1465.6964 - val_mean_squared_error: 1465.6964 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 62.1955 - mean_squared_error: 62.1955 - val_loss: 2395.9194 - val_mean_squared_error: 2395.9194 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 53.1886 - mean_squared_error: 53.1886 - val_loss: 2748.8752 - val_mean_squared_error: 2748.8752 Epoch 5/25 81/81 [==============================] - 2s 24ms/step - loss: 52.7299 - mean_squared_error: 52.7299 - val_loss: 2746.8694 - val_mean_squared_error: 2746.8694 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 54.5971 - mean_squared_error: 54.5971 - val_loss: 2801.7300 - val_mean_squared_error: 2801.7300 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 44.2678 - mean_squared_error: 44.2678 - val_loss: 2803.7175 - val_mean_squared_error: 2803.7175 Epoch 8/25 81/81 [==============================] - 1s 12ms/step - loss: 41.4465 - mean_squared_error: 41.4465 - val_loss: 2787.3799 - val_mean_squared_error: 2787.3799 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7826 - mean_squared_error: 42.7826 - val_loss: 2742.8621 - val_mean_squared_error: 2742.8621 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 49.7815 - mean_squared_error: 49.7815 - val_loss: 2733.5251 - val_mean_squared_error: 2733.5251 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9832 - mean_squared_error: 44.9832 - val_loss: 2706.0039 - val_mean_squared_error: 2706.0039 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9524 - mean_squared_error: 39.9524 - val_loss: 2692.6062 - val_mean_squared_error: 2692.6062 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 36.2483 - mean_squared_error: 36.2483 - val_loss: 2729.4204 - val_mean_squared_error: 2729.4204 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8255 - mean_squared_error: 39.8255 - val_loss: 2655.2048 - val_mean_squared_error: 2655.2048 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2566 - mean_squared_error: 40.2566 - val_loss: 2705.5781 - val_mean_squared_error: 2705.5781 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 45.1508 - mean_squared_error: 45.1508 - val_loss: 2729.1294 - val_mean_squared_error: 2729.1294 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9501 - mean_squared_error: 37.9501 - val_loss: 2632.7693 - val_mean_squared_error: 2632.7693 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9964 - mean_squared_error: 40.9964 - val_loss: 2641.7361 - val_mean_squared_error: 2641.7361 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5433 - mean_squared_error: 42.5433 - val_loss: 2573.5903 - val_mean_squared_error: 2573.5903 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8025 - mean_squared_error: 41.8025 - val_loss: 2505.0437 - val_mean_squared_error: 2505.0437 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 32.3665 - mean_squared_error: 32.3665 - val_loss: 2599.6025 - val_mean_squared_error: 2599.6025 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5797 - mean_squared_error: 38.5797 - val_loss: 2632.6372 - val_mean_squared_error: 2632.6372 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 45.2995 - mean_squared_error: 45.2995 - val_loss: 2501.0820 - val_mean_squared_error: 2501.0820 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3467 - mean_squared_error: 42.3467 - val_loss: 2571.0640 - val_mean_squared_error: 2571.0640 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1704 - mean_squared_error: 45.1704 - val_loss: 2414.3064 - val_mean_squared_error: 2414.3064
2022-12-09 12:11:31.468963: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:11:32.228880: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2350.7068 - mean_squared_error: 2350.7068
2022-12-09 12:11:38.004144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2350.7068 - mean_squared_error: 2350.7068 - val_loss: 885.3150 - val_mean_squared_error: 885.3150 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 110.9800 - mean_squared_error: 110.9800 - val_loss: 1145.2993 - val_mean_squared_error: 1145.2993 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 65.6199 - mean_squared_error: 65.6199 - val_loss: 1799.1990 - val_mean_squared_error: 1799.1990 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 54.6645 - mean_squared_error: 54.6645 - val_loss: 2300.2700 - val_mean_squared_error: 2300.2700 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 49.2626 - mean_squared_error: 49.2626 - val_loss: 2470.3206 - val_mean_squared_error: 2470.3206 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 40.0987 - mean_squared_error: 40.0987 - val_loss: 2541.4634 - val_mean_squared_error: 2541.4634 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6850 - mean_squared_error: 38.6850 - val_loss: 2549.2559 - val_mean_squared_error: 2549.2559 Epoch 8/25 81/81 [==============================] - 2s 23ms/step - loss: 39.8439 - mean_squared_error: 39.8439 - val_loss: 2529.8906 - val_mean_squared_error: 2529.8906 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1806 - mean_squared_error: 40.1806 - val_loss: 2530.4800 - val_mean_squared_error: 2530.4800 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2955 - mean_squared_error: 37.2955 - val_loss: 2593.5671 - val_mean_squared_error: 2593.5671 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 37.5074 - mean_squared_error: 37.5074 - val_loss: 2566.1013 - val_mean_squared_error: 2566.1013 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7939 - mean_squared_error: 37.7939 - val_loss: 2491.1770 - val_mean_squared_error: 2491.1770 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.2800 - mean_squared_error: 39.2800 - val_loss: 2639.6143 - val_mean_squared_error: 2639.6143 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 36.2825 - mean_squared_error: 36.2825 - val_loss: 2483.4519 - val_mean_squared_error: 2483.4519 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2293 - mean_squared_error: 35.2293 - val_loss: 2461.3169 - val_mean_squared_error: 2461.3169 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7932 - mean_squared_error: 39.7932 - val_loss: 2381.7617 - val_mean_squared_error: 2381.7617 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 33.2422 - mean_squared_error: 33.2422 - val_loss: 2458.7090 - val_mean_squared_error: 2458.7090 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1574 - mean_squared_error: 40.1574 - val_loss: 2473.4736 - val_mean_squared_error: 2473.4736 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 35.6154 - mean_squared_error: 35.6154 - val_loss: 2563.5903 - val_mean_squared_error: 2563.5903 Epoch 20/25 81/81 [==============================] - 1s 11ms/step - loss: 39.7522 - mean_squared_error: 39.7522 - val_loss: 2457.2839 - val_mean_squared_error: 2457.2839 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 43.8460 - mean_squared_error: 43.8460 - val_loss: 2470.0122 - val_mean_squared_error: 2470.0122 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.8234 - mean_squared_error: 36.8234 - val_loss: 2443.3804 - val_mean_squared_error: 2443.3804 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7663 - mean_squared_error: 39.7663 - val_loss: 2342.8115 - val_mean_squared_error: 2342.8115 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9255 - mean_squared_error: 41.9255 - val_loss: 2302.8503 - val_mean_squared_error: 2302.8503 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5940 - mean_squared_error: 38.5940 - val_loss: 2356.5654 - val_mean_squared_error: 2356.5654
2022-12-09 12:11:58.042366: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.25015142 0.12548801 ... 0. 0. 0. ] [0.6737802 0.24591157 0.15281651 ... 0. 0. 0. ] [0.65978331 0.23682617 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.12517666 0.07933631 ... 0. 0. 0. ] [1. 0.1211387 0.07306191 ... 0. 0. 0. ] [0.99225423 0.11003432 0.08951478 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:11:58.932012: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2519.5952 - mean_squared_error: 2519.5952
2022-12-09 12:12:04.470052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2519.5952 - mean_squared_error: 2519.5952 - val_loss: 1051.0892 - val_mean_squared_error: 1051.0892 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 221.6568 - mean_squared_error: 221.6568 - val_loss: 1414.4797 - val_mean_squared_error: 1414.4796 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 114.8382 - mean_squared_error: 114.8382 - val_loss: 1855.9337 - val_mean_squared_error: 1855.9337 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 60.7553 - mean_squared_error: 60.7553 - val_loss: 1987.0620 - val_mean_squared_error: 1987.0620 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 47.6139 - mean_squared_error: 47.6139 - val_loss: 2237.1631 - val_mean_squared_error: 2237.1631 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 48.3528 - mean_squared_error: 48.3528 - val_loss: 2415.2212 - val_mean_squared_error: 2415.2212 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9397 - mean_squared_error: 45.9397 - val_loss: 2543.6826 - val_mean_squared_error: 2543.6826 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 50.2520 - mean_squared_error: 50.2520 - val_loss: 2630.2400 - val_mean_squared_error: 2630.2400 Epoch 9/25 81/81 [==============================] - 1s 12ms/step - loss: 42.2528 - mean_squared_error: 42.2528 - val_loss: 2591.0312 - val_mean_squared_error: 2591.0312 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 39.4090 - mean_squared_error: 39.4090 - val_loss: 2555.3367 - val_mean_squared_error: 2555.3367 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3124 - mean_squared_error: 45.3124 - val_loss: 2528.6799 - val_mean_squared_error: 2528.6799 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 39.6943 - mean_squared_error: 39.6943 - val_loss: 2479.7488 - val_mean_squared_error: 2479.7488 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5415 - mean_squared_error: 43.5415 - val_loss: 2483.7236 - val_mean_squared_error: 2483.7236 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 48.7199 - mean_squared_error: 48.7199 - val_loss: 2604.2361 - val_mean_squared_error: 2604.2361 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2836 - mean_squared_error: 44.2836 - val_loss: 2502.3945 - val_mean_squared_error: 2502.3945 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1520 - mean_squared_error: 40.1520 - val_loss: 2452.8159 - val_mean_squared_error: 2452.8159 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 49.1355 - mean_squared_error: 49.1355 - val_loss: 2616.6819 - val_mean_squared_error: 2616.6819 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6188 - mean_squared_error: 36.6188 - val_loss: 2320.3586 - val_mean_squared_error: 2320.3586 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 50.2423 - mean_squared_error: 50.2423 - val_loss: 2412.5486 - val_mean_squared_error: 2412.5486 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7916 - mean_squared_error: 47.7916 - val_loss: 2485.2852 - val_mean_squared_error: 2485.2852 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7585 - mean_squared_error: 37.7585 - val_loss: 2082.7954 - val_mean_squared_error: 2082.7954 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9144 - mean_squared_error: 41.9144 - val_loss: 2196.9451 - val_mean_squared_error: 2196.9451 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8446 - mean_squared_error: 41.8446 - val_loss: 2309.6416 - val_mean_squared_error: 2309.6416 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6698 - mean_squared_error: 38.6698 - val_loss: 2237.3657 - val_mean_squared_error: 2237.3657 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9983 - mean_squared_error: 37.9983 - val_loss: 2341.7329 - val_mean_squared_error: 2341.7327
2022-12-09 12:12:23.537680: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005782008912589734 Generation: 31 [[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:12:24.285975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2360.6914 - mean_squared_error: 2360.6914
2022-12-09 12:12:29.858151: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2360.6914 - mean_squared_error: 2360.6914 - val_loss: 897.8847 - val_mean_squared_error: 897.8847 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 130.6770 - mean_squared_error: 130.6770 - val_loss: 1244.9264 - val_mean_squared_error: 1244.9264 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 59.3137 - mean_squared_error: 59.3137 - val_loss: 1591.7018 - val_mean_squared_error: 1591.7018 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 52.4917 - mean_squared_error: 52.4917 - val_loss: 2092.1216 - val_mean_squared_error: 2092.1216 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 47.1616 - mean_squared_error: 47.1616 - val_loss: 2343.9858 - val_mean_squared_error: 2343.9858 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 44.4685 - mean_squared_error: 44.4685 - val_loss: 2260.4514 - val_mean_squared_error: 2260.4514 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 42.3117 - mean_squared_error: 42.3117 - val_loss: 2260.7988 - val_mean_squared_error: 2260.7988 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7054 - mean_squared_error: 43.7054 - val_loss: 2140.5884 - val_mean_squared_error: 2140.5884 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 38.1977 - mean_squared_error: 38.1977 - val_loss: 2195.8667 - val_mean_squared_error: 2195.8667 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 34.1909 - mean_squared_error: 34.1909 - val_loss: 2199.8076 - val_mean_squared_error: 2199.8076 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4856 - mean_squared_error: 41.4856 - val_loss: 2190.2529 - val_mean_squared_error: 2190.2527 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5604 - mean_squared_error: 41.5604 - val_loss: 2059.6675 - val_mean_squared_error: 2059.6675 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7608 - mean_squared_error: 43.7608 - val_loss: 2153.9272 - val_mean_squared_error: 2153.9272 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 30.7900 - mean_squared_error: 30.7900 - val_loss: 2053.4780 - val_mean_squared_error: 2053.4778 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4022 - mean_squared_error: 39.4022 - val_loss: 1901.9768 - val_mean_squared_error: 1901.9768 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 39.6912 - mean_squared_error: 39.6912 - val_loss: 1983.4259 - val_mean_squared_error: 1983.4259 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 35.3857 - mean_squared_error: 35.3857 - val_loss: 2011.6499 - val_mean_squared_error: 2011.6499 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4242 - mean_squared_error: 37.4242 - val_loss: 1681.2230 - val_mean_squared_error: 1681.2230 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2968 - mean_squared_error: 38.2968 - val_loss: 1784.7384 - val_mean_squared_error: 1784.7384 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2279 - mean_squared_error: 40.2279 - val_loss: 1930.2091 - val_mean_squared_error: 1930.2091 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 30.5258 - mean_squared_error: 30.5258 - val_loss: 1795.5409 - val_mean_squared_error: 1795.5409 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 35.4081 - mean_squared_error: 35.4081 - val_loss: 1742.2886 - val_mean_squared_error: 1742.2886 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6080 - mean_squared_error: 34.6080 - val_loss: 1785.1631 - val_mean_squared_error: 1785.1631 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7858 - mean_squared_error: 37.7858 - val_loss: 1778.4586 - val_mean_squared_error: 1778.4586 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8064 - mean_squared_error: 41.8064 - val_loss: 1723.5220 - val_mean_squared_error: 1723.5220
2022-12-09 12:12:49.134065: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:12:50.042697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.6040 - mean_squared_error: 2432.6040
2022-12-09 12:12:55.689015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2432.6040 - mean_squared_error: 2432.6040 - val_loss: 1087.5614 - val_mean_squared_error: 1087.5614 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 191.5020 - mean_squared_error: 191.5020 - val_loss: 1588.7286 - val_mean_squared_error: 1588.7286 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 90.3668 - mean_squared_error: 90.3668 - val_loss: 1635.3296 - val_mean_squared_error: 1635.3296 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 64.8592 - mean_squared_error: 64.8592 - val_loss: 1905.2094 - val_mean_squared_error: 1905.2094 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 56.9178 - mean_squared_error: 56.9178 - val_loss: 2006.0741 - val_mean_squared_error: 2006.0741 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 51.1301 - mean_squared_error: 51.1301 - val_loss: 2051.6104 - val_mean_squared_error: 2051.6104 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 53.2133 - mean_squared_error: 53.2133 - val_loss: 1979.9602 - val_mean_squared_error: 1979.9602 Epoch 8/25 81/81 [==============================] - 1s 15ms/step - loss: 56.4470 - mean_squared_error: 56.4470 - val_loss: 1946.7589 - val_mean_squared_error: 1946.7589 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6834 - mean_squared_error: 43.6834 - val_loss: 1856.8734 - val_mean_squared_error: 1856.8734 Epoch 10/25 81/81 [==============================] - 1s 13ms/step - loss: 49.2638 - mean_squared_error: 49.2638 - val_loss: 1755.8834 - val_mean_squared_error: 1755.8834 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 44.6117 - mean_squared_error: 44.6117 - val_loss: 2017.1460 - val_mean_squared_error: 2017.1460 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 42.6831 - mean_squared_error: 42.6831 - val_loss: 1586.7731 - val_mean_squared_error: 1586.7731 Epoch 13/25 81/81 [==============================] - 1s 13ms/step - loss: 42.1385 - mean_squared_error: 42.1385 - val_loss: 1688.4651 - val_mean_squared_error: 1688.4651 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 39.4172 - mean_squared_error: 39.4172 - val_loss: 1746.5771 - val_mean_squared_error: 1746.5771 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7216 - mean_squared_error: 42.7216 - val_loss: 1466.8866 - val_mean_squared_error: 1466.8866 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 41.6580 - mean_squared_error: 41.6580 - val_loss: 1667.7688 - val_mean_squared_error: 1667.7688 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4846 - mean_squared_error: 38.4846 - val_loss: 1724.8699 - val_mean_squared_error: 1724.8699 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0563 - mean_squared_error: 41.0563 - val_loss: 1636.2407 - val_mean_squared_error: 1636.2407 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2912 - mean_squared_error: 35.2912 - val_loss: 1449.7008 - val_mean_squared_error: 1449.7008 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0561 - mean_squared_error: 47.0561 - val_loss: 1344.9413 - val_mean_squared_error: 1344.9413 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1992 - mean_squared_error: 36.1992 - val_loss: 1352.0468 - val_mean_squared_error: 1352.0468 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 42.9490 - mean_squared_error: 42.9490 - val_loss: 1381.5972 - val_mean_squared_error: 1381.5972 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9985 - mean_squared_error: 42.9985 - val_loss: 1539.0397 - val_mean_squared_error: 1539.0397 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1215 - mean_squared_error: 46.1215 - val_loss: 1539.9691 - val_mean_squared_error: 1539.9691 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8542 - mean_squared_error: 37.8542 - val_loss: 1518.3151 - val_mean_squared_error: 1518.3151
2022-12-09 12:13:15.953992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.25015142 0.12548801 ... 0. 0. 0. ] [0.6737802 0.24591157 0.15281651 ... 0. 0. 0. ] [0.65978331 0.23682617 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.12517666 0.07933631 ... 0. 0. 0. ] [1. 0.1211387 0.07306191 ... 0. 0. 0. ] [0.99225423 0.11003432 0.08951478 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:13:23.327724: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2431.1907 - mean_squared_error: 2431.1907
2022-12-09 12:13:29.300452: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 63ms/step - loss: 2431.1907 - mean_squared_error: 2431.1907 - val_loss: 1229.0472 - val_mean_squared_error: 1229.0472 Epoch 2/25 81/81 [==============================] - 2s 19ms/step - loss: 231.4881 - mean_squared_error: 231.4881 - val_loss: 1699.6841 - val_mean_squared_error: 1699.6841 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 114.2668 - mean_squared_error: 114.2668 - val_loss: 1846.8944 - val_mean_squared_error: 1846.8944 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 62.6299 - mean_squared_error: 62.6299 - val_loss: 1941.0940 - val_mean_squared_error: 1941.0940 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 52.9738 - mean_squared_error: 52.9738 - val_loss: 2009.6807 - val_mean_squared_error: 2009.6807 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 47.2113 - mean_squared_error: 47.2113 - val_loss: 2101.0986 - val_mean_squared_error: 2101.0986 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 41.0485 - mean_squared_error: 41.0485 - val_loss: 2089.1511 - val_mean_squared_error: 2089.1511 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 47.0707 - mean_squared_error: 47.0707 - val_loss: 2235.0693 - val_mean_squared_error: 2235.0691 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 41.7973 - mean_squared_error: 41.7973 - val_loss: 2251.5068 - val_mean_squared_error: 2251.5068 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 47.3997 - mean_squared_error: 47.3997 - val_loss: 2320.9658 - val_mean_squared_error: 2320.9658 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 41.5983 - mean_squared_error: 41.5983 - val_loss: 2157.0259 - val_mean_squared_error: 2157.0259 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8648 - mean_squared_error: 42.8648 - val_loss: 2154.7354 - val_mean_squared_error: 2154.7354 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6049 - mean_squared_error: 41.6049 - val_loss: 2050.6863 - val_mean_squared_error: 2050.6863 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 48.9976 - mean_squared_error: 48.9976 - val_loss: 2340.3030 - val_mean_squared_error: 2340.3030 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 50.0237 - mean_squared_error: 50.0237 - val_loss: 2115.6609 - val_mean_squared_error: 2115.6609 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0495 - mean_squared_error: 38.0495 - val_loss: 1925.4849 - val_mean_squared_error: 1925.4849 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5894 - mean_squared_error: 38.5894 - val_loss: 1993.7603 - val_mean_squared_error: 1993.7603 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6523 - mean_squared_error: 42.6523 - val_loss: 2150.1631 - val_mean_squared_error: 2150.1631 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2036 - mean_squared_error: 36.2036 - val_loss: 1897.7808 - val_mean_squared_error: 1897.7808 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0963 - mean_squared_error: 46.0963 - val_loss: 2142.3718 - val_mean_squared_error: 2142.3718 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3602 - mean_squared_error: 45.3602 - val_loss: 1859.5111 - val_mean_squared_error: 1859.5111 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9269 - mean_squared_error: 44.9269 - val_loss: 2200.1211 - val_mean_squared_error: 2200.1211 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3004 - mean_squared_error: 39.3004 - val_loss: 1956.8698 - val_mean_squared_error: 1956.8698 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0033 - mean_squared_error: 40.0033 - val_loss: 1866.2273 - val_mean_squared_error: 1866.2273 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4442 - mean_squared_error: 36.4442 - val_loss: 1820.1951 - val_mean_squared_error: 1820.1951
2022-12-09 12:13:48.460948: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:13:49.203985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2366.1328 - mean_squared_error: 2366.1328
2022-12-09 12:13:54.619733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 61ms/step - loss: 2366.1328 - mean_squared_error: 2366.1328 - val_loss: 586.2496 - val_mean_squared_error: 586.2496 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 111.7557 - mean_squared_error: 111.7557 - val_loss: 997.4612 - val_mean_squared_error: 997.4612 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 66.3006 - mean_squared_error: 66.3006 - val_loss: 1782.8140 - val_mean_squared_error: 1782.8140 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 51.3597 - mean_squared_error: 51.3597 - val_loss: 2305.8391 - val_mean_squared_error: 2305.8391 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 48.0809 - mean_squared_error: 48.0809 - val_loss: 2565.1277 - val_mean_squared_error: 2565.1277 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 44.7806 - mean_squared_error: 44.7806 - val_loss: 2690.8342 - val_mean_squared_error: 2690.8342 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9726 - mean_squared_error: 46.9726 - val_loss: 2766.4155 - val_mean_squared_error: 2766.4155 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0658 - mean_squared_error: 42.0658 - val_loss: 2764.9585 - val_mean_squared_error: 2764.9585 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3489 - mean_squared_error: 41.3489 - val_loss: 2706.8071 - val_mean_squared_error: 2706.8071 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 41.5111 - mean_squared_error: 41.5111 - val_loss: 2818.2390 - val_mean_squared_error: 2818.2390 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0443 - mean_squared_error: 38.0443 - val_loss: 2718.8972 - val_mean_squared_error: 2718.8972 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3075 - mean_squared_error: 43.3075 - val_loss: 2681.9258 - val_mean_squared_error: 2681.9258 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8928 - mean_squared_error: 37.8928 - val_loss: 2674.8271 - val_mean_squared_error: 2674.8271 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 36.7977 - mean_squared_error: 36.7977 - val_loss: 2719.5183 - val_mean_squared_error: 2719.5183 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 38.3151 - mean_squared_error: 38.3151 - val_loss: 2713.2429 - val_mean_squared_error: 2713.2429 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.8585 - mean_squared_error: 38.8585 - val_loss: 2697.8591 - val_mean_squared_error: 2697.8591 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4443 - mean_squared_error: 36.4443 - val_loss: 2630.7949 - val_mean_squared_error: 2630.7949 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4566 - mean_squared_error: 34.4566 - val_loss: 2602.9258 - val_mean_squared_error: 2602.9258 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0859 - mean_squared_error: 37.0859 - val_loss: 2547.6797 - val_mean_squared_error: 2547.6797 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1578 - mean_squared_error: 38.1578 - val_loss: 2545.0586 - val_mean_squared_error: 2545.0586 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9038 - mean_squared_error: 41.9038 - val_loss: 2601.2925 - val_mean_squared_error: 2601.2925 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6000 - mean_squared_error: 38.6000 - val_loss: 2559.3206 - val_mean_squared_error: 2559.3203 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 29.8004 - mean_squared_error: 29.8004 - val_loss: 2553.7795 - val_mean_squared_error: 2553.7795 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 31.6844 - mean_squared_error: 31.6844 - val_loss: 2512.6458 - val_mean_squared_error: 2512.6458 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4233 - mean_squared_error: 38.4233 - val_loss: 2487.6619 - val_mean_squared_error: 2487.6616
2022-12-09 12:14:13.266650: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.12548801 0.25436535 0.43662912 ... 0. 0. 0. ] [0.15281651 0.25998993 0.44309554 ... 0. 0. 0. ] [0.18600112 0.22834117 0.44272007 ... 0. 0. 0. ] ... [0.07933631 0.21751175 0.74735086 ... 0. 0. 0. ] [0.07306191 0.22766958 0.76512307 ... 0. 0. 0. ] [0.08951478 0.23153123 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:14:13.904182: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2418.9678 - mean_squared_error: 2418.9678
2022-12-09 12:14:19.785683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 66ms/step - loss: 2418.9678 - mean_squared_error: 2418.9678 - val_loss: 645.9247 - val_mean_squared_error: 645.9247 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 128.1137 - mean_squared_error: 128.1137 - val_loss: 1091.6477 - val_mean_squared_error: 1091.6477 Epoch 3/25 81/81 [==============================] - 1s 8ms/step - loss: 62.6050 - mean_squared_error: 62.6050 - val_loss: 1631.3087 - val_mean_squared_error: 1631.3087 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 48.5846 - mean_squared_error: 48.5846 - val_loss: 2096.5291 - val_mean_squared_error: 2096.5291 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 46.4743 - mean_squared_error: 46.4743 - val_loss: 2499.1191 - val_mean_squared_error: 2499.1191 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 44.9002 - mean_squared_error: 44.9002 - val_loss: 2575.4148 - val_mean_squared_error: 2575.4148 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 38.3015 - mean_squared_error: 38.3015 - val_loss: 2730.0891 - val_mean_squared_error: 2730.0891 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 46.4931 - mean_squared_error: 46.4931 - val_loss: 2665.2146 - val_mean_squared_error: 2665.2146 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 39.6553 - mean_squared_error: 39.6553 - val_loss: 2688.2854 - val_mean_squared_error: 2688.2854 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7212 - mean_squared_error: 40.7212 - val_loss: 2709.0029 - val_mean_squared_error: 2709.0029 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6212 - mean_squared_error: 41.6212 - val_loss: 2661.4832 - val_mean_squared_error: 2661.4829 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3940 - mean_squared_error: 37.3940 - val_loss: 2753.2876 - val_mean_squared_error: 2753.2876 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8437 - mean_squared_error: 37.8437 - val_loss: 2645.3860 - val_mean_squared_error: 2645.3860 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7153 - mean_squared_error: 46.7153 - val_loss: 2736.6238 - val_mean_squared_error: 2736.6238 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 45.8374 - mean_squared_error: 45.8374 - val_loss: 2758.5024 - val_mean_squared_error: 2758.5022 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3123 - mean_squared_error: 35.3123 - val_loss: 2770.3193 - val_mean_squared_error: 2770.3193 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8665 - mean_squared_error: 45.8665 - val_loss: 2608.8550 - val_mean_squared_error: 2608.8550 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1610 - mean_squared_error: 39.1610 - val_loss: 2682.0850 - val_mean_squared_error: 2682.0850 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6696 - mean_squared_error: 36.6696 - val_loss: 2620.7070 - val_mean_squared_error: 2620.7070 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3950 - mean_squared_error: 38.3950 - val_loss: 2611.1279 - val_mean_squared_error: 2611.1279 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0934 - mean_squared_error: 38.0934 - val_loss: 2582.0088 - val_mean_squared_error: 2582.0088 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1172 - mean_squared_error: 39.1172 - val_loss: 2550.2156 - val_mean_squared_error: 2550.2156 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9688 - mean_squared_error: 39.9688 - val_loss: 2549.1147 - val_mean_squared_error: 2549.1147 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 32.9438 - mean_squared_error: 32.9438 - val_loss: 2482.2319 - val_mean_squared_error: 2482.2319 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 40.6065 - mean_squared_error: 40.6065 - val_loss: 2508.7053 - val_mean_squared_error: 2508.7053
2022-12-09 12:14:38.139391: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006511987834104085 Generation: 32 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:14:38.789951: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2403.3352 - mean_squared_error: 2403.3352
2022-12-09 12:14:44.292599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2403.3352 - mean_squared_error: 2403.3352 - val_loss: 1058.5032 - val_mean_squared_error: 1058.5032 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 196.0053 - mean_squared_error: 196.0053 - val_loss: 1520.6250 - val_mean_squared_error: 1520.6250 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 90.3031 - mean_squared_error: 90.3031 - val_loss: 1906.9250 - val_mean_squared_error: 1906.9250 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 69.6705 - mean_squared_error: 69.6705 - val_loss: 2206.0725 - val_mean_squared_error: 2206.0725 Epoch 5/25 81/81 [==============================] - 1s 17ms/step - loss: 57.6309 - mean_squared_error: 57.6309 - val_loss: 2205.9216 - val_mean_squared_error: 2205.9216 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 55.2229 - mean_squared_error: 55.2229 - val_loss: 2195.9329 - val_mean_squared_error: 2195.9329 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 52.9142 - mean_squared_error: 52.9142 - val_loss: 2218.3433 - val_mean_squared_error: 2218.3433 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7738 - mean_squared_error: 42.7738 - val_loss: 2244.7698 - val_mean_squared_error: 2244.7698 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2601 - mean_squared_error: 44.2601 - val_loss: 2537.3574 - val_mean_squared_error: 2537.3574 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3062 - mean_squared_error: 40.3062 - val_loss: 2215.2319 - val_mean_squared_error: 2215.2319 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4174 - mean_squared_error: 40.4174 - val_loss: 2321.8528 - val_mean_squared_error: 2321.8528 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1830 - mean_squared_error: 43.1830 - val_loss: 2339.7688 - val_mean_squared_error: 2339.7688 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0963 - mean_squared_error: 47.0963 - val_loss: 2212.3420 - val_mean_squared_error: 2212.3420 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5167 - mean_squared_error: 43.5167 - val_loss: 2116.4556 - val_mean_squared_error: 2116.4556 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 39.7463 - mean_squared_error: 39.7463 - val_loss: 2161.7698 - val_mean_squared_error: 2161.7698 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 34.0255 - mean_squared_error: 34.0255 - val_loss: 2218.2971 - val_mean_squared_error: 2218.2971 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7808 - mean_squared_error: 40.7808 - val_loss: 2307.9917 - val_mean_squared_error: 2307.9917 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6991 - mean_squared_error: 46.6991 - val_loss: 2150.7786 - val_mean_squared_error: 2150.7786 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0027 - mean_squared_error: 41.0027 - val_loss: 2137.9504 - val_mean_squared_error: 2137.9504 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9183 - mean_squared_error: 41.9183 - val_loss: 1947.7336 - val_mean_squared_error: 1947.7336 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5961 - mean_squared_error: 42.5961 - val_loss: 2039.6505 - val_mean_squared_error: 2039.6505 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 50.0623 - mean_squared_error: 50.0623 - val_loss: 2024.0354 - val_mean_squared_error: 2024.0354 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9976 - mean_squared_error: 37.9976 - val_loss: 1895.1757 - val_mean_squared_error: 1895.1757 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3637 - mean_squared_error: 38.3637 - val_loss: 2002.7327 - val_mean_squared_error: 2002.7327 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1611 - mean_squared_error: 36.1611 - val_loss: 1889.4110 - val_mean_squared_error: 1889.4110
2022-12-09 12:15:03.397705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:15:04.124672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2391.8381 - mean_squared_error: 2391.8381
2022-12-09 12:15:09.319058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2391.8381 - mean_squared_error: 2391.8381 - val_loss: 1144.8375 - val_mean_squared_error: 1144.8375 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 142.5525 - mean_squared_error: 142.5525 - val_loss: 1489.5026 - val_mean_squared_error: 1489.5026 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 57.2208 - mean_squared_error: 57.2208 - val_loss: 1810.3805 - val_mean_squared_error: 1810.3805 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 49.5569 - mean_squared_error: 49.5569 - val_loss: 2233.2449 - val_mean_squared_error: 2233.2449 Epoch 5/25 81/81 [==============================] - 1s 17ms/step - loss: 46.8143 - mean_squared_error: 46.8143 - val_loss: 2370.7969 - val_mean_squared_error: 2370.7969 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 44.1222 - mean_squared_error: 44.1222 - val_loss: 2612.6125 - val_mean_squared_error: 2612.6125 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 44.4244 - mean_squared_error: 44.4244 - val_loss: 2656.5339 - val_mean_squared_error: 2656.5339 Epoch 8/25 81/81 [==============================] - 1s 16ms/step - loss: 35.4741 - mean_squared_error: 35.4741 - val_loss: 2685.8718 - val_mean_squared_error: 2685.8718 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8556 - mean_squared_error: 44.8556 - val_loss: 2568.7156 - val_mean_squared_error: 2568.7156 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.7477 - mean_squared_error: 43.7477 - val_loss: 2646.5647 - val_mean_squared_error: 2646.5647 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 33.5666 - mean_squared_error: 33.5666 - val_loss: 2589.8154 - val_mean_squared_error: 2589.8154 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 38.1483 - mean_squared_error: 38.1483 - val_loss: 2586.5283 - val_mean_squared_error: 2586.5283 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 40.3743 - mean_squared_error: 40.3743 - val_loss: 2637.3289 - val_mean_squared_error: 2637.3289 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6632 - mean_squared_error: 40.6632 - val_loss: 2588.4255 - val_mean_squared_error: 2588.4255 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2216 - mean_squared_error: 42.2216 - val_loss: 2597.2249 - val_mean_squared_error: 2597.2249 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2911 - mean_squared_error: 36.2911 - val_loss: 2514.1167 - val_mean_squared_error: 2514.1167 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9874 - mean_squared_error: 40.9874 - val_loss: 2602.2834 - val_mean_squared_error: 2602.2834 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 49.7409 - mean_squared_error: 49.7409 - val_loss: 2471.3469 - val_mean_squared_error: 2471.3469 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 46.8611 - mean_squared_error: 46.8611 - val_loss: 2583.9761 - val_mean_squared_error: 2583.9761 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 36.5944 - mean_squared_error: 36.5944 - val_loss: 2420.8621 - val_mean_squared_error: 2420.8621 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 35.4808 - mean_squared_error: 35.4808 - val_loss: 2541.6453 - val_mean_squared_error: 2541.6453 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4777 - mean_squared_error: 37.4777 - val_loss: 2471.7683 - val_mean_squared_error: 2471.7683 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 46.4704 - mean_squared_error: 46.4704 - val_loss: 2362.4316 - val_mean_squared_error: 2362.4316 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9298 - mean_squared_error: 35.9298 - val_loss: 2492.5884 - val_mean_squared_error: 2492.5884 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0396 - mean_squared_error: 41.0396 - val_loss: 2383.6294 - val_mean_squared_error: 2383.6294
2022-12-09 12:15:29.475619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.25015142 0.12548801 ... 0. 0. 0. ] [0.6737802 0.24591157 0.15281651 ... 0. 0. 0. ] [0.65978331 0.23682617 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.12517666 0.07933631 ... 0. 0. 0. ] [1. 0.1211387 0.07306191 ... 0. 0. 0. ] [0.99225423 0.11003432 0.08951478 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:15:30.179997: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2489.0957 - mean_squared_error: 2489.0957
2022-12-09 12:15:35.193491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2489.0957 - mean_squared_error: 2489.0957 - val_loss: 1295.0203 - val_mean_squared_error: 1295.0203 Epoch 2/25 81/81 [==============================] - 2s 24ms/step - loss: 220.2225 - mean_squared_error: 220.2225 - val_loss: 1907.4344 - val_mean_squared_error: 1907.4344 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 112.3997 - mean_squared_error: 112.3997 - val_loss: 2475.9380 - val_mean_squared_error: 2475.9380 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 63.9625 - mean_squared_error: 63.9625 - val_loss: 2669.7114 - val_mean_squared_error: 2669.7114 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 49.2353 - mean_squared_error: 49.2353 - val_loss: 2800.6035 - val_mean_squared_error: 2800.6035 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 47.4672 - mean_squared_error: 47.4672 - val_loss: 2923.3140 - val_mean_squared_error: 2923.3137 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3201 - mean_squared_error: 46.3201 - val_loss: 2947.6118 - val_mean_squared_error: 2947.6118 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1586 - mean_squared_error: 38.1586 - val_loss: 2935.8394 - val_mean_squared_error: 2935.8391 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3358 - mean_squared_error: 43.3358 - val_loss: 2870.0256 - val_mean_squared_error: 2870.0256 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6261 - mean_squared_error: 42.6261 - val_loss: 2904.9724 - val_mean_squared_error: 2904.9724 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9144 - mean_squared_error: 44.9144 - val_loss: 2914.0676 - val_mean_squared_error: 2914.0676 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 38.9965 - mean_squared_error: 38.9965 - val_loss: 2912.0710 - val_mean_squared_error: 2912.0710 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0900 - mean_squared_error: 43.0900 - val_loss: 2821.6748 - val_mean_squared_error: 2821.6748 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7389 - mean_squared_error: 42.7389 - val_loss: 2874.9312 - val_mean_squared_error: 2874.9312 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9891 - mean_squared_error: 36.9891 - val_loss: 2872.0776 - val_mean_squared_error: 2872.0776 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8352 - mean_squared_error: 41.8352 - val_loss: 2882.7971 - val_mean_squared_error: 2882.7971 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4103 - mean_squared_error: 41.4103 - val_loss: 2796.4702 - val_mean_squared_error: 2796.4702 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4059 - mean_squared_error: 46.4059 - val_loss: 2800.0847 - val_mean_squared_error: 2800.0847 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 33.9699 - mean_squared_error: 33.9699 - val_loss: 2826.1074 - val_mean_squared_error: 2826.1074 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8964 - mean_squared_error: 43.8964 - val_loss: 2744.5312 - val_mean_squared_error: 2744.5312 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5220 - mean_squared_error: 39.5220 - val_loss: 2781.4028 - val_mean_squared_error: 2781.4028 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4584 - mean_squared_error: 40.4584 - val_loss: 2716.9453 - val_mean_squared_error: 2716.9453 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6039 - mean_squared_error: 44.6039 - val_loss: 2658.1160 - val_mean_squared_error: 2658.1160 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2062 - mean_squared_error: 37.2062 - val_loss: 2724.7424 - val_mean_squared_error: 2724.7424 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0334 - mean_squared_error: 42.0334 - val_loss: 2604.9702 - val_mean_squared_error: 2604.9702
2022-12-09 12:15:54.437538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:15:55.117926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2359.9292 - mean_squared_error: 2359.9292
2022-12-09 12:16:00.847583: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2359.9292 - mean_squared_error: 2359.9292 - val_loss: 857.1146 - val_mean_squared_error: 857.1146 Epoch 2/25 81/81 [==============================] - 1s 10ms/step - loss: 123.0200 - mean_squared_error: 123.0200 - val_loss: 1197.8379 - val_mean_squared_error: 1197.8379 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 67.2177 - mean_squared_error: 67.2177 - val_loss: 1743.8728 - val_mean_squared_error: 1743.8728 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 61.0495 - mean_squared_error: 61.0495 - val_loss: 2076.3828 - val_mean_squared_error: 2076.3828 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 49.0598 - mean_squared_error: 49.0598 - val_loss: 2128.4448 - val_mean_squared_error: 2128.4448 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 45.8432 - mean_squared_error: 45.8432 - val_loss: 2299.6367 - val_mean_squared_error: 2299.6367 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0448 - mean_squared_error: 41.0448 - val_loss: 2344.3381 - val_mean_squared_error: 2344.3381 Epoch 8/25 81/81 [==============================] - 1s 12ms/step - loss: 48.8279 - mean_squared_error: 48.8279 - val_loss: 2375.8777 - val_mean_squared_error: 2375.8777 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5516 - mean_squared_error: 35.5516 - val_loss: 2232.8452 - val_mean_squared_error: 2232.8452 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0662 - mean_squared_error: 38.0662 - val_loss: 2414.2058 - val_mean_squared_error: 2414.2058 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1352 - mean_squared_error: 36.1352 - val_loss: 2355.0759 - val_mean_squared_error: 2355.0759 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7764 - mean_squared_error: 39.7764 - val_loss: 2390.0376 - val_mean_squared_error: 2390.0376 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 40.5273 - mean_squared_error: 40.5273 - val_loss: 2330.1992 - val_mean_squared_error: 2330.1992 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6597 - mean_squared_error: 36.6597 - val_loss: 2438.4553 - val_mean_squared_error: 2438.4553 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8493 - mean_squared_error: 42.8493 - val_loss: 2350.1772 - val_mean_squared_error: 2350.1772 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1877 - mean_squared_error: 44.1877 - val_loss: 2371.1260 - val_mean_squared_error: 2371.1260 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3961 - mean_squared_error: 35.3961 - val_loss: 2282.5725 - val_mean_squared_error: 2282.5725 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4500 - mean_squared_error: 41.4500 - val_loss: 2227.5288 - val_mean_squared_error: 2227.5288 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2140 - mean_squared_error: 36.2140 - val_loss: 2195.2915 - val_mean_squared_error: 2195.2915 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4789 - mean_squared_error: 34.4789 - val_loss: 2328.4800 - val_mean_squared_error: 2328.4800 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 34.8551 - mean_squared_error: 34.8551 - val_loss: 2239.1785 - val_mean_squared_error: 2239.1785 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 33.2175 - mean_squared_error: 33.2175 - val_loss: 2203.7280 - val_mean_squared_error: 2203.7280 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9337 - mean_squared_error: 39.9337 - val_loss: 2145.6931 - val_mean_squared_error: 2145.6931 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 49.0769 - mean_squared_error: 49.0769 - val_loss: 2304.7964 - val_mean_squared_error: 2304.7964 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8389 - mean_squared_error: 45.8389 - val_loss: 2133.1577 - val_mean_squared_error: 2133.1577
2022-12-09 12:16:18.760662: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:16:19.426367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2410.3013 - mean_squared_error: 2410.3013
2022-12-09 12:16:24.604624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2410.3013 - mean_squared_error: 2410.3013 - val_loss: 965.1138 - val_mean_squared_error: 965.1138 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 210.9637 - mean_squared_error: 210.9637 - val_loss: 1474.1718 - val_mean_squared_error: 1474.1716 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 89.6764 - mean_squared_error: 89.6764 - val_loss: 2150.9585 - val_mean_squared_error: 2150.9585 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 68.5667 - mean_squared_error: 68.5667 - val_loss: 2714.2488 - val_mean_squared_error: 2714.2488 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 58.3788 - mean_squared_error: 58.3788 - val_loss: 2776.6501 - val_mean_squared_error: 2776.6501 Epoch 6/25 81/81 [==============================] - 1s 16ms/step - loss: 51.5181 - mean_squared_error: 51.5181 - val_loss: 2806.8340 - val_mean_squared_error: 2806.8340 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 49.1266 - mean_squared_error: 49.1266 - val_loss: 2840.8716 - val_mean_squared_error: 2840.8716 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.1746 - mean_squared_error: 46.1746 - val_loss: 2795.1492 - val_mean_squared_error: 2795.1492 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6763 - mean_squared_error: 42.6763 - val_loss: 2794.4592 - val_mean_squared_error: 2794.4592 Epoch 10/25 81/81 [==============================] - 1s 11ms/step - loss: 43.0066 - mean_squared_error: 43.0066 - val_loss: 2832.8799 - val_mean_squared_error: 2832.8799 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.8721 - mean_squared_error: 47.8721 - val_loss: 2815.9475 - val_mean_squared_error: 2815.9475 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 37.4555 - mean_squared_error: 37.4555 - val_loss: 2865.7866 - val_mean_squared_error: 2865.7866 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 48.8190 - mean_squared_error: 48.8190 - val_loss: 2811.1304 - val_mean_squared_error: 2811.1301 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3785 - mean_squared_error: 37.3785 - val_loss: 2791.9751 - val_mean_squared_error: 2791.9751 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 36.4584 - mean_squared_error: 36.4584 - val_loss: 2807.7305 - val_mean_squared_error: 2807.7305 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2944 - mean_squared_error: 37.2944 - val_loss: 2812.6021 - val_mean_squared_error: 2812.6021 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1116 - mean_squared_error: 41.1116 - val_loss: 2717.1509 - val_mean_squared_error: 2717.1506 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 34.1723 - mean_squared_error: 34.1723 - val_loss: 2695.1013 - val_mean_squared_error: 2695.1013 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9124 - mean_squared_error: 37.9124 - val_loss: 2704.6902 - val_mean_squared_error: 2704.6902 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4427 - mean_squared_error: 38.4427 - val_loss: 2681.9570 - val_mean_squared_error: 2681.9570 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1590 - mean_squared_error: 39.1590 - val_loss: 2723.4487 - val_mean_squared_error: 2723.4487 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6062 - mean_squared_error: 42.6062 - val_loss: 2531.6572 - val_mean_squared_error: 2531.6572 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3417 - mean_squared_error: 42.3417 - val_loss: 2604.4602 - val_mean_squared_error: 2604.4602 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6768 - mean_squared_error: 40.6768 - val_loss: 2458.2356 - val_mean_squared_error: 2458.2356 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0239 - mean_squared_error: 36.0239 - val_loss: 2580.9617 - val_mean_squared_error: 2580.9614
2022-12-09 12:16:44.441354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005250503872110667 Generation: 33 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:16:45.194818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2408.9504 - mean_squared_error: 2408.9504
2022-12-09 12:16:50.319103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2408.9504 - mean_squared_error: 2408.9504 - val_loss: 1016.4317 - val_mean_squared_error: 1016.4317 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 185.4711 - mean_squared_error: 185.4711 - val_loss: 1396.6854 - val_mean_squared_error: 1396.6854 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 83.9103 - mean_squared_error: 83.9103 - val_loss: 1737.0070 - val_mean_squared_error: 1737.0070 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 67.8422 - mean_squared_error: 67.8422 - val_loss: 2071.0688 - val_mean_squared_error: 2071.0688 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 53.7522 - mean_squared_error: 53.7522 - val_loss: 2230.5742 - val_mean_squared_error: 2230.5742 Epoch 6/25 81/81 [==============================] - 1s 14ms/step - loss: 53.5939 - mean_squared_error: 53.5939 - val_loss: 2230.1812 - val_mean_squared_error: 2230.1812 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 48.8063 - mean_squared_error: 48.8063 - val_loss: 2399.2380 - val_mean_squared_error: 2399.2380 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 46.4871 - mean_squared_error: 46.4871 - val_loss: 2115.2717 - val_mean_squared_error: 2115.2717 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9355 - mean_squared_error: 43.9355 - val_loss: 2380.1719 - val_mean_squared_error: 2380.1719 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 45.7300 - mean_squared_error: 45.7300 - val_loss: 2275.8328 - val_mean_squared_error: 2275.8328 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.9161 - mean_squared_error: 47.9161 - val_loss: 2221.8462 - val_mean_squared_error: 2221.8462 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1012 - mean_squared_error: 43.1012 - val_loss: 2193.5576 - val_mean_squared_error: 2193.5576 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 49.6680 - mean_squared_error: 49.6680 - val_loss: 2393.5793 - val_mean_squared_error: 2393.5793 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4719 - mean_squared_error: 41.4719 - val_loss: 2309.3203 - val_mean_squared_error: 2309.3203 Epoch 15/25 81/81 [==============================] - 1s 11ms/step - loss: 37.9549 - mean_squared_error: 37.9549 - val_loss: 2314.1853 - val_mean_squared_error: 2314.1853 Epoch 16/25 81/81 [==============================] - 1s 14ms/step - loss: 48.6356 - mean_squared_error: 48.6356 - val_loss: 2127.4238 - val_mean_squared_error: 2127.4238 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 35.6740 - mean_squared_error: 35.6740 - val_loss: 2129.3716 - val_mean_squared_error: 2129.3716 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3641 - mean_squared_error: 45.3641 - val_loss: 2124.2605 - val_mean_squared_error: 2124.2605 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8457 - mean_squared_error: 45.8457 - val_loss: 2037.3914 - val_mean_squared_error: 2037.3914 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1479 - mean_squared_error: 38.1479 - val_loss: 2041.0338 - val_mean_squared_error: 2041.0338 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2944 - mean_squared_error: 37.2944 - val_loss: 2104.1299 - val_mean_squared_error: 2104.1299 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1649 - mean_squared_error: 44.1649 - val_loss: 2071.6025 - val_mean_squared_error: 2071.6025 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 47.6503 - mean_squared_error: 47.6503 - val_loss: 1978.6272 - val_mean_squared_error: 1978.6272 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2285 - mean_squared_error: 41.2285 - val_loss: 2013.8651 - val_mean_squared_error: 2013.8651 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3231 - mean_squared_error: 42.3231 - val_loss: 1894.4257 - val_mean_squared_error: 1894.4257
2022-12-09 12:17:09.653863: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:17:10.311651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2351.4048 - mean_squared_error: 2351.4048
2022-12-09 12:17:15.510863: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2351.4048 - mean_squared_error: 2351.4048 - val_loss: 856.7906 - val_mean_squared_error: 856.7906 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 110.9709 - mean_squared_error: 110.9709 - val_loss: 1067.5392 - val_mean_squared_error: 1067.5392 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 73.8616 - mean_squared_error: 73.8616 - val_loss: 1514.3770 - val_mean_squared_error: 1514.3770 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 55.5714 - mean_squared_error: 55.5714 - val_loss: 1954.4795 - val_mean_squared_error: 1954.4795 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 50.0456 - mean_squared_error: 50.0456 - val_loss: 2324.5098 - val_mean_squared_error: 2324.5098 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5567 - mean_squared_error: 40.5567 - val_loss: 2433.9653 - val_mean_squared_error: 2433.9653 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3309 - mean_squared_error: 41.3309 - val_loss: 2392.1038 - val_mean_squared_error: 2392.1038 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 40.9069 - mean_squared_error: 40.9069 - val_loss: 2269.3882 - val_mean_squared_error: 2269.3882 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4231 - mean_squared_error: 40.4231 - val_loss: 2309.3521 - val_mean_squared_error: 2309.3521 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 39.8031 - mean_squared_error: 39.8031 - val_loss: 2286.6538 - val_mean_squared_error: 2286.6538 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5027 - mean_squared_error: 43.5027 - val_loss: 2377.5364 - val_mean_squared_error: 2377.5364 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7315 - mean_squared_error: 38.7315 - val_loss: 2268.6572 - val_mean_squared_error: 2268.6570 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6579 - mean_squared_error: 41.6579 - val_loss: 2291.8813 - val_mean_squared_error: 2291.8813 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 34.6925 - mean_squared_error: 34.6925 - val_loss: 2412.9849 - val_mean_squared_error: 2412.9849 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 37.5754 - mean_squared_error: 37.5754 - val_loss: 2421.6343 - val_mean_squared_error: 2421.6343 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 39.3304 - mean_squared_error: 39.3304 - val_loss: 2171.5078 - val_mean_squared_error: 2171.5078 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4064 - mean_squared_error: 39.4064 - val_loss: 2195.7986 - val_mean_squared_error: 2195.7986 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1639 - mean_squared_error: 36.1639 - val_loss: 2094.6260 - val_mean_squared_error: 2094.6260 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1654 - mean_squared_error: 44.1654 - val_loss: 2301.1531 - val_mean_squared_error: 2301.1531 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1047 - mean_squared_error: 38.1047 - val_loss: 2262.8115 - val_mean_squared_error: 2262.8115 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 33.0806 - mean_squared_error: 33.0806 - val_loss: 2201.3340 - val_mean_squared_error: 2201.3340 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1268 - mean_squared_error: 38.1268 - val_loss: 2038.9229 - val_mean_squared_error: 2038.9229 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 34.8005 - mean_squared_error: 34.8005 - val_loss: 2020.1316 - val_mean_squared_error: 2020.1316 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 29.3963 - mean_squared_error: 29.3963 - val_loss: 2240.8594 - val_mean_squared_error: 2240.8594 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3124 - mean_squared_error: 36.3124 - val_loss: 2094.7163 - val_mean_squared_error: 2094.7163
2022-12-09 12:17:34.253621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:17:34.955574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2457.3159 - mean_squared_error: 2457.3159
2022-12-09 12:17:40.235759: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2457.3159 - mean_squared_error: 2457.3159 - val_loss: 1086.4437 - val_mean_squared_error: 1086.4436 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 135.6922 - mean_squared_error: 135.6922 - val_loss: 1091.1588 - val_mean_squared_error: 1091.1588 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 71.9320 - mean_squared_error: 71.9320 - val_loss: 1417.7153 - val_mean_squared_error: 1417.7153 Epoch 4/25 81/81 [==============================] - 1s 18ms/step - loss: 45.5044 - mean_squared_error: 45.5044 - val_loss: 1758.9486 - val_mean_squared_error: 1758.9486 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 53.8686 - mean_squared_error: 53.8686 - val_loss: 2126.8477 - val_mean_squared_error: 2126.8477 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 44.3345 - mean_squared_error: 44.3345 - val_loss: 2266.9487 - val_mean_squared_error: 2266.9487 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7311 - mean_squared_error: 39.7311 - val_loss: 2237.2051 - val_mean_squared_error: 2237.2051 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 43.5235 - mean_squared_error: 43.5235 - val_loss: 2270.8486 - val_mean_squared_error: 2270.8486 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 43.2113 - mean_squared_error: 43.2113 - val_loss: 2444.3767 - val_mean_squared_error: 2444.3767 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9006 - mean_squared_error: 41.9006 - val_loss: 2205.3037 - val_mean_squared_error: 2205.3037 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 35.8865 - mean_squared_error: 35.8865 - val_loss: 2129.4355 - val_mean_squared_error: 2129.4355 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 37.7740 - mean_squared_error: 37.7740 - val_loss: 2298.6609 - val_mean_squared_error: 2298.6609 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0098 - mean_squared_error: 40.0098 - val_loss: 2167.6975 - val_mean_squared_error: 2167.6975 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6337 - mean_squared_error: 43.6337 - val_loss: 2065.1594 - val_mean_squared_error: 2065.1594 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7556 - mean_squared_error: 42.7556 - val_loss: 2062.7947 - val_mean_squared_error: 2062.7947 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 34.7863 - mean_squared_error: 34.7863 - val_loss: 1978.9336 - val_mean_squared_error: 1978.9336 Epoch 17/25 81/81 [==============================] - 1s 13ms/step - loss: 35.6820 - mean_squared_error: 35.6820 - val_loss: 2015.1461 - val_mean_squared_error: 2015.1461 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6838 - mean_squared_error: 39.6838 - val_loss: 2072.1040 - val_mean_squared_error: 2072.1040 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.3466 - mean_squared_error: 36.3466 - val_loss: 2073.5215 - val_mean_squared_error: 2073.5215 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 36.0629 - mean_squared_error: 36.0629 - val_loss: 2093.6204 - val_mean_squared_error: 2093.6204 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 32.9316 - mean_squared_error: 32.9316 - val_loss: 2120.8621 - val_mean_squared_error: 2120.8621 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 52.4685 - mean_squared_error: 52.4685 - val_loss: 1913.5760 - val_mean_squared_error: 1913.5760 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0086 - mean_squared_error: 39.0086 - val_loss: 1656.4604 - val_mean_squared_error: 1656.4604 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7211 - mean_squared_error: 39.7211 - val_loss: 1953.9436 - val_mean_squared_error: 1953.9436 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7515 - mean_squared_error: 37.7515 - val_loss: 1884.0760 - val_mean_squared_error: 1884.0760
2022-12-09 12:18:00.063274: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:18:00.825788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2464.7747 - mean_squared_error: 2464.7747
2022-12-09 12:18:06.359840: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2464.7747 - mean_squared_error: 2464.7747 - val_loss: 1354.8439 - val_mean_squared_error: 1354.8439 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 220.5011 - mean_squared_error: 220.5011 - val_loss: 1317.8033 - val_mean_squared_error: 1317.8033 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 87.7818 - mean_squared_error: 87.7818 - val_loss: 1675.3529 - val_mean_squared_error: 1675.3529 Epoch 4/25 81/81 [==============================] - 2s 22ms/step - loss: 69.3430 - mean_squared_error: 69.3430 - val_loss: 1843.4250 - val_mean_squared_error: 1843.4250 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 60.5614 - mean_squared_error: 60.5614 - val_loss: 1885.7177 - val_mean_squared_error: 1885.7177 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 49.3129 - mean_squared_error: 49.3129 - val_loss: 2039.7642 - val_mean_squared_error: 2039.7642 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 49.3465 - mean_squared_error: 49.3465 - val_loss: 2187.4187 - val_mean_squared_error: 2187.4187 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 49.7755 - mean_squared_error: 49.7755 - val_loss: 1972.5826 - val_mean_squared_error: 1972.5826 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 51.3557 - mean_squared_error: 51.3557 - val_loss: 1913.4117 - val_mean_squared_error: 1913.4117 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1188 - mean_squared_error: 41.1188 - val_loss: 2051.3230 - val_mean_squared_error: 2051.3230 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5176 - mean_squared_error: 42.5176 - val_loss: 1757.6704 - val_mean_squared_error: 1757.6704 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9969 - mean_squared_error: 41.9969 - val_loss: 1864.1743 - val_mean_squared_error: 1864.1743 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 35.9938 - mean_squared_error: 35.9938 - val_loss: 2047.2152 - val_mean_squared_error: 2047.2152 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 48.2192 - mean_squared_error: 48.2192 - val_loss: 1894.6324 - val_mean_squared_error: 1894.6324 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6344 - mean_squared_error: 44.6344 - val_loss: 1867.3842 - val_mean_squared_error: 1867.3842 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8424 - mean_squared_error: 39.8424 - val_loss: 1712.0630 - val_mean_squared_error: 1712.0630 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1029 - mean_squared_error: 39.1029 - val_loss: 1843.8123 - val_mean_squared_error: 1843.8123 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6387 - mean_squared_error: 40.6387 - val_loss: 1805.9020 - val_mean_squared_error: 1805.9020 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9035 - mean_squared_error: 40.9035 - val_loss: 1658.6139 - val_mean_squared_error: 1658.6139 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1331 - mean_squared_error: 40.1331 - val_loss: 1555.0555 - val_mean_squared_error: 1555.0555 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 34.5821 - mean_squared_error: 34.5821 - val_loss: 1714.3929 - val_mean_squared_error: 1714.3929 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1914 - mean_squared_error: 43.1914 - val_loss: 1314.8167 - val_mean_squared_error: 1314.8167 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5911 - mean_squared_error: 36.5911 - val_loss: 1765.6184 - val_mean_squared_error: 1765.6184 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8035 - mean_squared_error: 45.8035 - val_loss: 1491.2704 - val_mean_squared_error: 1491.2704 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1246 - mean_squared_error: 36.1246 - val_loss: 1474.7430 - val_mean_squared_error: 1474.7430
2022-12-09 12:18:26.175728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 12:18:26.874241: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2481.3694 - mean_squared_error: 2481.3694
2022-12-09 12:18:32.185272: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2481.3694 - mean_squared_error: 2481.3694 - val_loss: 1267.0201 - val_mean_squared_error: 1267.0201 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 202.1314 - mean_squared_error: 202.1314 - val_loss: 1719.2046 - val_mean_squared_error: 1719.2046 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 100.1594 - mean_squared_error: 100.1594 - val_loss: 2034.7268 - val_mean_squared_error: 2034.7268 Epoch 4/25 81/81 [==============================] - 1s 18ms/step - loss: 73.5904 - mean_squared_error: 73.5904 - val_loss: 1982.8004 - val_mean_squared_error: 1982.8003 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 61.1355 - mean_squared_error: 61.1355 - val_loss: 2404.4951 - val_mean_squared_error: 2404.4951 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 50.7000 - mean_squared_error: 50.7000 - val_loss: 2503.0972 - val_mean_squared_error: 2503.0972 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 51.6763 - mean_squared_error: 51.6763 - val_loss: 2336.4373 - val_mean_squared_error: 2336.4373 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 54.2011 - mean_squared_error: 54.2011 - val_loss: 2381.9329 - val_mean_squared_error: 2381.9329 Epoch 9/25 81/81 [==============================] - 1s 12ms/step - loss: 50.8831 - mean_squared_error: 50.8831 - val_loss: 2608.4038 - val_mean_squared_error: 2608.4038 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9558 - mean_squared_error: 43.9558 - val_loss: 2589.8652 - val_mean_squared_error: 2589.8652 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2715 - mean_squared_error: 41.2715 - val_loss: 2596.6294 - val_mean_squared_error: 2596.6294 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1670 - mean_squared_error: 44.1670 - val_loss: 2473.2463 - val_mean_squared_error: 2473.2463 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8459 - mean_squared_error: 42.8459 - val_loss: 2574.9124 - val_mean_squared_error: 2574.9121 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3513 - mean_squared_error: 42.3513 - val_loss: 2388.2319 - val_mean_squared_error: 2388.2319 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 36.7577 - mean_squared_error: 36.7577 - val_loss: 2285.1086 - val_mean_squared_error: 2285.1086 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3884 - mean_squared_error: 39.3884 - val_loss: 2277.8906 - val_mean_squared_error: 2277.8906 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 44.3725 - mean_squared_error: 44.3725 - val_loss: 2377.6821 - val_mean_squared_error: 2377.6821 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8570 - mean_squared_error: 35.8570 - val_loss: 2284.6780 - val_mean_squared_error: 2284.6780 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.9530 - mean_squared_error: 37.9530 - val_loss: 2110.0312 - val_mean_squared_error: 2110.0312 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 40.0893 - mean_squared_error: 40.0893 - val_loss: 2248.8667 - val_mean_squared_error: 2248.8667 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1342 - mean_squared_error: 39.1342 - val_loss: 2230.6694 - val_mean_squared_error: 2230.6694 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9297 - mean_squared_error: 43.9297 - val_loss: 2240.0862 - val_mean_squared_error: 2240.0862 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8276 - mean_squared_error: 42.8276 - val_loss: 1997.5280 - val_mean_squared_error: 1997.5280 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 32.7805 - mean_squared_error: 32.7805 - val_loss: 2219.8342 - val_mean_squared_error: 2219.8342 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.9500 - mean_squared_error: 45.9500 - val_loss: 2343.2878 - val_mean_squared_error: 2343.2878
2022-12-09 12:18:51.622101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0006701578310954111 Generation: 34 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:18:52.405906: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.4978 - mean_squared_error: 2449.4978
2022-12-09 12:18:58.167990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2449.4978 - mean_squared_error: 2449.4978 - val_loss: 1376.3156 - val_mean_squared_error: 1376.3156 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 237.3620 - mean_squared_error: 237.3620 - val_loss: 1314.8839 - val_mean_squared_error: 1314.8839 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 98.7066 - mean_squared_error: 98.7066 - val_loss: 1580.5155 - val_mean_squared_error: 1580.5155 Epoch 4/25 81/81 [==============================] - 2s 20ms/step - loss: 75.8016 - mean_squared_error: 75.8016 - val_loss: 1885.4084 - val_mean_squared_error: 1885.4084 Epoch 5/25 81/81 [==============================] - 1s 14ms/step - loss: 57.5589 - mean_squared_error: 57.5589 - val_loss: 1959.8842 - val_mean_squared_error: 1959.8842 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 55.7077 - mean_squared_error: 55.7077 - val_loss: 1863.7190 - val_mean_squared_error: 1863.7190 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 58.4473 - mean_squared_error: 58.4473 - val_loss: 1754.5638 - val_mean_squared_error: 1754.5638 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.6782 - mean_squared_error: 46.6782 - val_loss: 1667.0762 - val_mean_squared_error: 1667.0762 Epoch 9/25 81/81 [==============================] - 1s 17ms/step - loss: 46.8076 - mean_squared_error: 46.8076 - val_loss: 1753.2043 - val_mean_squared_error: 1753.2043 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0346 - mean_squared_error: 44.0346 - val_loss: 1948.1287 - val_mean_squared_error: 1948.1287 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6910 - mean_squared_error: 42.6910 - val_loss: 1621.5807 - val_mean_squared_error: 1621.5806 Epoch 12/25 81/81 [==============================] - 1s 12ms/step - loss: 47.6189 - mean_squared_error: 47.6189 - val_loss: 1760.4781 - val_mean_squared_error: 1760.4781 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 41.3094 - mean_squared_error: 41.3094 - val_loss: 1664.6089 - val_mean_squared_error: 1664.6089 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3168 - mean_squared_error: 42.3168 - val_loss: 1573.3108 - val_mean_squared_error: 1573.3108 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 46.5161 - mean_squared_error: 46.5161 - val_loss: 1678.3972 - val_mean_squared_error: 1678.3972 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3260 - mean_squared_error: 39.3260 - val_loss: 1513.1566 - val_mean_squared_error: 1513.1566 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7737 - mean_squared_error: 39.7737 - val_loss: 1457.6288 - val_mean_squared_error: 1457.6288 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4882 - mean_squared_error: 38.4882 - val_loss: 1505.8046 - val_mean_squared_error: 1505.8046 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1356 - mean_squared_error: 44.1356 - val_loss: 1545.7019 - val_mean_squared_error: 1545.7019 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6332 - mean_squared_error: 40.6332 - val_loss: 1437.2035 - val_mean_squared_error: 1437.2035 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5101 - mean_squared_error: 40.5101 - val_loss: 1360.3715 - val_mean_squared_error: 1360.3715 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 40.3147 - mean_squared_error: 40.3147 - val_loss: 1284.1993 - val_mean_squared_error: 1284.1993 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.8783 - mean_squared_error: 37.8783 - val_loss: 1159.5420 - val_mean_squared_error: 1159.5420 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3602 - mean_squared_error: 41.3602 - val_loss: 1413.2998 - val_mean_squared_error: 1413.2998 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 36.7687 - mean_squared_error: 36.7687 - val_loss: 1343.5208 - val_mean_squared_error: 1343.5208
2022-12-09 12:19:18.684029: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:19:19.492100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2454.2910 - mean_squared_error: 2454.2910
2022-12-09 12:19:25.276672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2454.2910 - mean_squared_error: 2454.2910 - val_loss: 1028.3818 - val_mean_squared_error: 1028.3818 Epoch 2/25 81/81 [==============================] - 1s 10ms/step - loss: 123.8983 - mean_squared_error: 123.8983 - val_loss: 1240.8065 - val_mean_squared_error: 1240.8065 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 57.7677 - mean_squared_error: 57.7677 - val_loss: 1745.6292 - val_mean_squared_error: 1745.6292 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 47.9288 - mean_squared_error: 47.9288 - val_loss: 2061.8062 - val_mean_squared_error: 2061.8062 Epoch 5/25 81/81 [==============================] - 1s 15ms/step - loss: 47.3094 - mean_squared_error: 47.3094 - val_loss: 2470.8076 - val_mean_squared_error: 2470.8076 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 42.5636 - mean_squared_error: 42.5636 - val_loss: 2637.9546 - val_mean_squared_error: 2637.9546 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3154 - mean_squared_error: 46.3154 - val_loss: 2598.7266 - val_mean_squared_error: 2598.7266 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6249 - mean_squared_error: 41.6249 - val_loss: 2604.4421 - val_mean_squared_error: 2604.4419 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 49.9745 - mean_squared_error: 49.9745 - val_loss: 2649.7466 - val_mean_squared_error: 2649.7466 Epoch 10/25 81/81 [==============================] - 1s 16ms/step - loss: 38.2417 - mean_squared_error: 38.2417 - val_loss: 2713.3562 - val_mean_squared_error: 2713.3562 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.4668 - mean_squared_error: 42.4668 - val_loss: 2685.2029 - val_mean_squared_error: 2685.2029 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1579 - mean_squared_error: 44.1579 - val_loss: 2433.6311 - val_mean_squared_error: 2433.6311 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8500 - mean_squared_error: 35.8500 - val_loss: 2472.3718 - val_mean_squared_error: 2472.3718 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 37.7969 - mean_squared_error: 37.7969 - val_loss: 2585.5347 - val_mean_squared_error: 2585.5347 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 32.4431 - mean_squared_error: 32.4431 - val_loss: 2505.2793 - val_mean_squared_error: 2505.2793 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7070 - mean_squared_error: 37.7070 - val_loss: 2530.3640 - val_mean_squared_error: 2530.3640 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1567 - mean_squared_error: 39.1567 - val_loss: 2581.0471 - val_mean_squared_error: 2581.0471 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 33.5672 - mean_squared_error: 33.5672 - val_loss: 2513.6558 - val_mean_squared_error: 2513.6558 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6665 - mean_squared_error: 38.6665 - val_loss: 2472.8242 - val_mean_squared_error: 2472.8242 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 30.7021 - mean_squared_error: 30.7021 - val_loss: 2417.4707 - val_mean_squared_error: 2417.4707 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2761 - mean_squared_error: 36.2761 - val_loss: 2439.8120 - val_mean_squared_error: 2439.8120 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 38.7607 - mean_squared_error: 38.7607 - val_loss: 2316.7007 - val_mean_squared_error: 2316.7007 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4297 - mean_squared_error: 37.4297 - val_loss: 2433.1836 - val_mean_squared_error: 2433.1836 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5061 - mean_squared_error: 38.5061 - val_loss: 2382.7715 - val_mean_squared_error: 2382.7715 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 34.0884 - mean_squared_error: 34.0884 - val_loss: 2319.9863 - val_mean_squared_error: 2319.9863
2022-12-09 12:19:44.654278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:19:45.360110: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2479.2429 - mean_squared_error: 2479.2429
2022-12-09 12:19:50.999066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2479.2429 - mean_squared_error: 2479.2429 - val_loss: 987.1050 - val_mean_squared_error: 987.1050 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 196.9257 - mean_squared_error: 196.9257 - val_loss: 1448.8391 - val_mean_squared_error: 1448.8391 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 90.3533 - mean_squared_error: 90.3533 - val_loss: 1894.6410 - val_mean_squared_error: 1894.6410 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 71.8631 - mean_squared_error: 71.8631 - val_loss: 2288.6489 - val_mean_squared_error: 2288.6489 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 66.5959 - mean_squared_error: 66.5959 - val_loss: 2323.0605 - val_mean_squared_error: 2323.0605 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 52.6856 - mean_squared_error: 52.6856 - val_loss: 2654.1423 - val_mean_squared_error: 2654.1423 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 51.2376 - mean_squared_error: 51.2376 - val_loss: 2522.7188 - val_mean_squared_error: 2522.7188 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 47.7373 - mean_squared_error: 47.7373 - val_loss: 2575.8301 - val_mean_squared_error: 2575.8301 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 43.8185 - mean_squared_error: 43.8185 - val_loss: 2454.4165 - val_mean_squared_error: 2454.4165 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0604 - mean_squared_error: 43.0604 - val_loss: 2403.3228 - val_mean_squared_error: 2403.3228 Epoch 11/25 81/81 [==============================] - 1s 14ms/step - loss: 47.5094 - mean_squared_error: 47.5094 - val_loss: 2582.6975 - val_mean_squared_error: 2582.6975 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 36.0557 - mean_squared_error: 36.0557 - val_loss: 2473.4404 - val_mean_squared_error: 2473.4404 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6660 - mean_squared_error: 40.6660 - val_loss: 2497.9707 - val_mean_squared_error: 2497.9707 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 40.3633 - mean_squared_error: 40.3633 - val_loss: 2469.8132 - val_mean_squared_error: 2469.8132 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3882 - mean_squared_error: 44.3882 - val_loss: 2310.7852 - val_mean_squared_error: 2310.7852 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 36.7475 - mean_squared_error: 36.7475 - val_loss: 2433.5884 - val_mean_squared_error: 2433.5884 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 64.5668 - mean_squared_error: 64.5668 - val_loss: 2394.8433 - val_mean_squared_error: 2394.8433 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.5293 - mean_squared_error: 35.5293 - val_loss: 2416.0007 - val_mean_squared_error: 2416.0007 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5222 - mean_squared_error: 42.5222 - val_loss: 2496.2727 - val_mean_squared_error: 2496.2727 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.4052 - mean_squared_error: 34.4052 - val_loss: 2223.4675 - val_mean_squared_error: 2223.4675 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9300 - mean_squared_error: 39.9300 - val_loss: 2227.9634 - val_mean_squared_error: 2227.9634 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 47.4229 - mean_squared_error: 47.4229 - val_loss: 2348.0635 - val_mean_squared_error: 2348.0635 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 43.8381 - mean_squared_error: 43.8381 - val_loss: 2103.6301 - val_mean_squared_error: 2103.6301 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7713 - mean_squared_error: 35.7713 - val_loss: 2069.1340 - val_mean_squared_error: 2069.1340 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9646 - mean_squared_error: 40.9646 - val_loss: 2284.2444 - val_mean_squared_error: 2284.2444
2022-12-09 12:20:09.868384: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:20:10.648035: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2341.5005 - mean_squared_error: 2341.5005
2022-12-09 12:20:16.286836: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2341.5005 - mean_squared_error: 2341.5005 - val_loss: 990.2805 - val_mean_squared_error: 990.2805 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 118.2152 - mean_squared_error: 118.2152 - val_loss: 1422.8032 - val_mean_squared_error: 1422.8032 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 80.6334 - mean_squared_error: 80.6334 - val_loss: 1928.0111 - val_mean_squared_error: 1928.0111 Epoch 4/25 81/81 [==============================] - 1s 15ms/step - loss: 62.7266 - mean_squared_error: 62.7266 - val_loss: 2416.8638 - val_mean_squared_error: 2416.8638 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 55.9602 - mean_squared_error: 55.9602 - val_loss: 2607.3647 - val_mean_squared_error: 2607.3647 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 48.1207 - mean_squared_error: 48.1207 - val_loss: 2721.2014 - val_mean_squared_error: 2721.2014 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 43.0233 - mean_squared_error: 43.0233 - val_loss: 2722.4861 - val_mean_squared_error: 2722.4861 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 39.5902 - mean_squared_error: 39.5902 - val_loss: 2727.8767 - val_mean_squared_error: 2727.8767 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1769 - mean_squared_error: 41.1769 - val_loss: 2742.9207 - val_mean_squared_error: 2742.9207 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7976 - mean_squared_error: 42.7976 - val_loss: 2722.6770 - val_mean_squared_error: 2722.6770 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6346 - mean_squared_error: 41.6346 - val_loss: 2774.0720 - val_mean_squared_error: 2774.0720 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9343 - mean_squared_error: 39.9343 - val_loss: 2748.9438 - val_mean_squared_error: 2748.9438 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 47.4146 - mean_squared_error: 47.4146 - val_loss: 2660.2693 - val_mean_squared_error: 2660.2693 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5762 - mean_squared_error: 40.5762 - val_loss: 2690.7402 - val_mean_squared_error: 2690.7402 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6007 - mean_squared_error: 38.6007 - val_loss: 2655.8181 - val_mean_squared_error: 2655.8181 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.6866 - mean_squared_error: 38.6866 - val_loss: 2686.1599 - val_mean_squared_error: 2686.1599 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8095 - mean_squared_error: 37.8095 - val_loss: 2685.9875 - val_mean_squared_error: 2685.9875 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8229 - mean_squared_error: 43.8229 - val_loss: 2705.2273 - val_mean_squared_error: 2705.2273 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8219 - mean_squared_error: 37.8219 - val_loss: 2678.0649 - val_mean_squared_error: 2678.0649 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6666 - mean_squared_error: 46.6666 - val_loss: 2569.9312 - val_mean_squared_error: 2569.9312 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.2636 - mean_squared_error: 43.2636 - val_loss: 2569.9763 - val_mean_squared_error: 2569.9763 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 35.5757 - mean_squared_error: 35.5757 - val_loss: 2492.1846 - val_mean_squared_error: 2492.1846 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0891 - mean_squared_error: 42.0891 - val_loss: 2524.2168 - val_mean_squared_error: 2524.2166 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4404 - mean_squared_error: 37.4404 - val_loss: 2632.7710 - val_mean_squared_error: 2632.7710 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 36.9322 - mean_squared_error: 36.9322 - val_loss: 2609.3362 - val_mean_squared_error: 2609.3362
2022-12-09 12:20:36.049418: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 12:20:36.776394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2410.5664 - mean_squared_error: 2410.5664
2022-12-09 12:20:42.475554: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2410.5664 - mean_squared_error: 2410.5664 - val_loss: 1111.5684 - val_mean_squared_error: 1111.5684 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 210.3724 - mean_squared_error: 210.3724 - val_loss: 1611.7966 - val_mean_squared_error: 1611.7966 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 101.7597 - mean_squared_error: 101.7597 - val_loss: 1976.2578 - val_mean_squared_error: 1976.2578 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 70.6935 - mean_squared_error: 70.6935 - val_loss: 2254.9775 - val_mean_squared_error: 2254.9775 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 67.4353 - mean_squared_error: 67.4353 - val_loss: 2658.4968 - val_mean_squared_error: 2658.4968 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 55.0513 - mean_squared_error: 55.0513 - val_loss: 2576.7439 - val_mean_squared_error: 2576.7439 Epoch 7/25 81/81 [==============================] - 1s 16ms/step - loss: 51.3604 - mean_squared_error: 51.3604 - val_loss: 2665.5237 - val_mean_squared_error: 2665.5237 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 46.6887 - mean_squared_error: 46.6887 - val_loss: 2664.8755 - val_mean_squared_error: 2664.8755 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 42.5379 - mean_squared_error: 42.5379 - val_loss: 2704.8855 - val_mean_squared_error: 2704.8855 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1793 - mean_squared_error: 45.1793 - val_loss: 2734.3928 - val_mean_squared_error: 2734.3928 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 46.6990 - mean_squared_error: 46.6990 - val_loss: 2660.3953 - val_mean_squared_error: 2660.3953 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 47.2019 - mean_squared_error: 47.2019 - val_loss: 2663.5781 - val_mean_squared_error: 2663.5781 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 40.4287 - mean_squared_error: 40.4287 - val_loss: 2706.1316 - val_mean_squared_error: 2706.1316 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9331 - mean_squared_error: 38.9331 - val_loss: 2647.7444 - val_mean_squared_error: 2647.7444 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 37.9646 - mean_squared_error: 37.9646 - val_loss: 2734.6758 - val_mean_squared_error: 2734.6758 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 39.7291 - mean_squared_error: 39.7291 - val_loss: 2723.4902 - val_mean_squared_error: 2723.4902 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 37.4505 - mean_squared_error: 37.4505 - val_loss: 2728.4631 - val_mean_squared_error: 2728.4631 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1374 - mean_squared_error: 40.1374 - val_loss: 2651.1611 - val_mean_squared_error: 2651.1611 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 35.6767 - mean_squared_error: 35.6767 - val_loss: 2676.2021 - val_mean_squared_error: 2676.2021 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5969 - mean_squared_error: 40.5969 - val_loss: 2700.4397 - val_mean_squared_error: 2700.4397 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5743 - mean_squared_error: 42.5743 - val_loss: 2568.1904 - val_mean_squared_error: 2568.1904 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2286 - mean_squared_error: 41.2286 - val_loss: 2420.0588 - val_mean_squared_error: 2420.0588 Epoch 23/25 81/81 [==============================] - 1s 15ms/step - loss: 46.3488 - mean_squared_error: 46.3488 - val_loss: 2420.4370 - val_mean_squared_error: 2420.4370 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1741 - mean_squared_error: 45.1741 - val_loss: 2502.5947 - val_mean_squared_error: 2502.5947 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7977 - mean_squared_error: 43.7977 - val_loss: 2586.2373 - val_mean_squared_error: 2586.2373
2022-12-09 12:21:02.355080: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007353486968215499 Generation: 35 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:21:03.217077: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.0366 - mean_squared_error: 2449.0366
2022-12-09 12:21:08.783644: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2449.0366 - mean_squared_error: 2449.0366 - val_loss: 1258.1274 - val_mean_squared_error: 1258.1274 Epoch 2/25 81/81 [==============================] - 2s 19ms/step - loss: 221.1259 - mean_squared_error: 221.1259 - val_loss: 1334.5879 - val_mean_squared_error: 1334.5879 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 93.1049 - mean_squared_error: 93.1049 - val_loss: 1693.9130 - val_mean_squared_error: 1693.9130 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 64.7510 - mean_squared_error: 64.7510 - val_loss: 2081.8721 - val_mean_squared_error: 2081.8721 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 58.7366 - mean_squared_error: 58.7366 - val_loss: 2172.8264 - val_mean_squared_error: 2172.8264 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 55.0272 - mean_squared_error: 55.0272 - val_loss: 2174.5166 - val_mean_squared_error: 2174.5166 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 52.9690 - mean_squared_error: 52.9690 - val_loss: 2204.5391 - val_mean_squared_error: 2204.5391 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 53.8294 - mean_squared_error: 53.8294 - val_loss: 2136.6096 - val_mean_squared_error: 2136.6096 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 46.1315 - mean_squared_error: 46.1315 - val_loss: 2067.6765 - val_mean_squared_error: 2067.6765 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 42.7503 - mean_squared_error: 42.7503 - val_loss: 1949.7791 - val_mean_squared_error: 1949.7788 Epoch 11/25 81/81 [==============================] - 1s 11ms/step - loss: 52.5686 - mean_squared_error: 52.5686 - val_loss: 1937.9956 - val_mean_squared_error: 1937.9956 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8555 - mean_squared_error: 38.8555 - val_loss: 1967.6169 - val_mean_squared_error: 1967.6169 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9124 - mean_squared_error: 39.9124 - val_loss: 1974.8341 - val_mean_squared_error: 1974.8341 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 43.1463 - mean_squared_error: 43.1463 - val_loss: 1847.5957 - val_mean_squared_error: 1847.5957 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2965 - mean_squared_error: 44.2965 - val_loss: 1673.7312 - val_mean_squared_error: 1673.7312 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 46.2654 - mean_squared_error: 46.2654 - val_loss: 1786.0664 - val_mean_squared_error: 1786.0664 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 43.3885 - mean_squared_error: 43.3885 - val_loss: 1835.4301 - val_mean_squared_error: 1835.4301 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 40.6134 - mean_squared_error: 40.6134 - val_loss: 1820.1433 - val_mean_squared_error: 1820.1433 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3357 - mean_squared_error: 41.3357 - val_loss: 1771.0514 - val_mean_squared_error: 1771.0514 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 40.3144 - mean_squared_error: 40.3144 - val_loss: 1673.3093 - val_mean_squared_error: 1673.3093 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 33.0365 - mean_squared_error: 33.0365 - val_loss: 1703.0830 - val_mean_squared_error: 1703.0830 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1998 - mean_squared_error: 39.1998 - val_loss: 1575.6267 - val_mean_squared_error: 1575.6267 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 40.0907 - mean_squared_error: 40.0907 - val_loss: 1508.3107 - val_mean_squared_error: 1508.3107 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6532 - mean_squared_error: 38.6532 - val_loss: 1537.6357 - val_mean_squared_error: 1537.6357 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6535 - mean_squared_error: 36.6535 - val_loss: 1552.8782 - val_mean_squared_error: 1552.8782
2022-12-09 12:21:29.003015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:21:29.819103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2456.1851 - mean_squared_error: 2456.1851
2022-12-09 12:21:35.494655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2456.1851 - mean_squared_error: 2456.1851 - val_loss: 1035.1829 - val_mean_squared_error: 1035.1829 Epoch 2/25 81/81 [==============================] - 2s 26ms/step - loss: 202.1738 - mean_squared_error: 202.1738 - val_loss: 1409.1238 - val_mean_squared_error: 1409.1238 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 86.9632 - mean_squared_error: 86.9632 - val_loss: 1740.1654 - val_mean_squared_error: 1740.1654 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 65.8808 - mean_squared_error: 65.8808 - val_loss: 1781.7034 - val_mean_squared_error: 1781.7034 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 65.5117 - mean_squared_error: 65.5117 - val_loss: 2148.9260 - val_mean_squared_error: 2148.9260 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 54.9076 - mean_squared_error: 54.9076 - val_loss: 2153.8210 - val_mean_squared_error: 2153.8210 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 52.3535 - mean_squared_error: 52.3535 - val_loss: 2301.3181 - val_mean_squared_error: 2301.3181 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 42.5690 - mean_squared_error: 42.5690 - val_loss: 2245.9915 - val_mean_squared_error: 2245.9915 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7096 - mean_squared_error: 47.7096 - val_loss: 2279.7041 - val_mean_squared_error: 2279.7041 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3686 - mean_squared_error: 40.3686 - val_loss: 2314.3030 - val_mean_squared_error: 2314.3030 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 46.5504 - mean_squared_error: 46.5504 - val_loss: 2214.0503 - val_mean_squared_error: 2214.0503 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1701 - mean_squared_error: 39.1701 - val_loss: 2448.7444 - val_mean_squared_error: 2448.7444 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6687 - mean_squared_error: 37.6687 - val_loss: 2432.0972 - val_mean_squared_error: 2432.0972 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 38.2914 - mean_squared_error: 38.2914 - val_loss: 2401.0752 - val_mean_squared_error: 2401.0752 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 40.7741 - mean_squared_error: 40.7741 - val_loss: 2317.8308 - val_mean_squared_error: 2317.8308 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.9562 - mean_squared_error: 44.9562 - val_loss: 2170.1584 - val_mean_squared_error: 2170.1584 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9087 - mean_squared_error: 44.9087 - val_loss: 2031.9976 - val_mean_squared_error: 2031.9976 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1155 - mean_squared_error: 38.1155 - val_loss: 2180.6313 - val_mean_squared_error: 2180.6313 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 46.4876 - mean_squared_error: 46.4876 - val_loss: 2106.5845 - val_mean_squared_error: 2106.5845 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0138 - mean_squared_error: 47.0138 - val_loss: 2334.6978 - val_mean_squared_error: 2334.6978 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 37.5363 - mean_squared_error: 37.5363 - val_loss: 1983.1794 - val_mean_squared_error: 1983.1794 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 46.1071 - mean_squared_error: 46.1071 - val_loss: 1864.1346 - val_mean_squared_error: 1864.1346 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4910 - mean_squared_error: 46.4910 - val_loss: 1917.9926 - val_mean_squared_error: 1917.9926 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1687 - mean_squared_error: 40.1687 - val_loss: 2092.7446 - val_mean_squared_error: 2092.7446 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 41.9685 - mean_squared_error: 41.9685 - val_loss: 2152.7017 - val_mean_squared_error: 2152.7017
2022-12-09 12:21:55.895815: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:21:56.588100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2392.8896 - mean_squared_error: 2392.8896
2022-12-09 12:22:01.969108: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2392.8896 - mean_squared_error: 2392.8896 - val_loss: 998.5010 - val_mean_squared_error: 998.5010 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 136.4179 - mean_squared_error: 136.4179 - val_loss: 1524.6107 - val_mean_squared_error: 1524.6107 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 69.7245 - mean_squared_error: 69.7245 - val_loss: 1760.0189 - val_mean_squared_error: 1760.0189 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 53.0206 - mean_squared_error: 53.0206 - val_loss: 2099.9136 - val_mean_squared_error: 2099.9136 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 45.0347 - mean_squared_error: 45.0347 - val_loss: 2306.5117 - val_mean_squared_error: 2306.5117 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8992 - mean_squared_error: 41.8992 - val_loss: 2379.8679 - val_mean_squared_error: 2379.8679 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6619 - mean_squared_error: 44.6619 - val_loss: 2271.1189 - val_mean_squared_error: 2271.1189 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 48.3952 - mean_squared_error: 48.3952 - val_loss: 2334.7561 - val_mean_squared_error: 2334.7561 Epoch 9/25 81/81 [==============================] - 1s 17ms/step - loss: 45.6526 - mean_squared_error: 45.6526 - val_loss: 2293.8613 - val_mean_squared_error: 2293.8613 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 41.6487 - mean_squared_error: 41.6487 - val_loss: 2429.0410 - val_mean_squared_error: 2429.0410 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 34.0168 - mean_squared_error: 34.0168 - val_loss: 2210.0403 - val_mean_squared_error: 2210.0403 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1622 - mean_squared_error: 38.1622 - val_loss: 2346.9092 - val_mean_squared_error: 2346.9092 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0806 - mean_squared_error: 38.0806 - val_loss: 2167.2656 - val_mean_squared_error: 2167.2656 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0989 - mean_squared_error: 39.0989 - val_loss: 2105.9312 - val_mean_squared_error: 2105.9312 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9593 - mean_squared_error: 41.9593 - val_loss: 2199.5659 - val_mean_squared_error: 2199.5659 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7672 - mean_squared_error: 38.7672 - val_loss: 2210.6589 - val_mean_squared_error: 2210.6589 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9048 - mean_squared_error: 35.9048 - val_loss: 2295.9033 - val_mean_squared_error: 2295.9033 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 33.6944 - mean_squared_error: 33.6944 - val_loss: 2147.3391 - val_mean_squared_error: 2147.3391 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0456 - mean_squared_error: 38.0456 - val_loss: 2011.8816 - val_mean_squared_error: 2011.8816 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9890 - mean_squared_error: 38.9890 - val_loss: 1958.4231 - val_mean_squared_error: 1958.4231 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8294 - mean_squared_error: 40.8294 - val_loss: 1947.5308 - val_mean_squared_error: 1947.5308 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2690 - mean_squared_error: 36.2690 - val_loss: 2090.3584 - val_mean_squared_error: 2090.3584 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8587 - mean_squared_error: 38.8587 - val_loss: 1972.5177 - val_mean_squared_error: 1972.5177 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5714 - mean_squared_error: 37.5714 - val_loss: 1808.3279 - val_mean_squared_error: 1808.3278 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6575 - mean_squared_error: 41.6575 - val_loss: 1954.1942 - val_mean_squared_error: 1954.1942
2022-12-09 12:22:21.490127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 12:22:22.246542: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2477.5923 - mean_squared_error: 2477.5923
2022-12-09 12:22:28.090183: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2477.5923 - mean_squared_error: 2477.5923 - val_loss: 1052.2157 - val_mean_squared_error: 1052.2157 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 210.5409 - mean_squared_error: 210.5409 - val_loss: 1265.8774 - val_mean_squared_error: 1265.8774 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 102.1891 - mean_squared_error: 102.1891 - val_loss: 1358.3031 - val_mean_squared_error: 1358.3030 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 70.1228 - mean_squared_error: 70.1228 - val_loss: 1639.5857 - val_mean_squared_error: 1639.5857 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 59.3249 - mean_squared_error: 59.3249 - val_loss: 1833.8680 - val_mean_squared_error: 1833.8680 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 62.3545 - mean_squared_error: 62.3545 - val_loss: 1681.1079 - val_mean_squared_error: 1681.1079 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1115 - mean_squared_error: 44.1115 - val_loss: 1706.1790 - val_mean_squared_error: 1706.1790 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 51.1085 - mean_squared_error: 51.1085 - val_loss: 1543.7699 - val_mean_squared_error: 1543.7699 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 41.9284 - mean_squared_error: 41.9284 - val_loss: 1497.7777 - val_mean_squared_error: 1497.7777 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 43.6589 - mean_squared_error: 43.6589 - val_loss: 1462.6238 - val_mean_squared_error: 1462.6238 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 46.0196 - mean_squared_error: 46.0196 - val_loss: 1512.8279 - val_mean_squared_error: 1512.8279 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 49.9776 - mean_squared_error: 49.9776 - val_loss: 1192.0844 - val_mean_squared_error: 1192.0844 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 49.4819 - mean_squared_error: 49.4819 - val_loss: 1410.0594 - val_mean_squared_error: 1410.0594 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1729 - mean_squared_error: 39.1729 - val_loss: 1487.9218 - val_mean_squared_error: 1487.9218 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 35.2931 - mean_squared_error: 35.2931 - val_loss: 1411.1023 - val_mean_squared_error: 1411.1023 Epoch 16/25 81/81 [==============================] - 1s 11ms/step - loss: 32.7008 - mean_squared_error: 32.7008 - val_loss: 1360.8524 - val_mean_squared_error: 1360.8524 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1895 - mean_squared_error: 36.1895 - val_loss: 1432.1150 - val_mean_squared_error: 1432.1150 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6225 - mean_squared_error: 43.6225 - val_loss: 1450.7758 - val_mean_squared_error: 1450.7758 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 50.1586 - mean_squared_error: 50.1586 - val_loss: 1397.0021 - val_mean_squared_error: 1397.0021 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9507 - mean_squared_error: 37.9507 - val_loss: 1287.8806 - val_mean_squared_error: 1287.8806 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0153 - mean_squared_error: 41.0153 - val_loss: 1213.8850 - val_mean_squared_error: 1213.8850 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3983 - mean_squared_error: 45.3983 - val_loss: 1186.2025 - val_mean_squared_error: 1186.2025 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 35.6755 - mean_squared_error: 35.6755 - val_loss: 1193.7430 - val_mean_squared_error: 1193.7430 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 32.7243 - mean_squared_error: 32.7243 - val_loss: 1151.5109 - val_mean_squared_error: 1151.5109 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1685 - mean_squared_error: 39.1685 - val_loss: 1301.2565 - val_mean_squared_error: 1301.2565
2022-12-09 12:22:47.277878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:22:48.052375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.0957 - mean_squared_error: 2433.0957
2022-12-09 12:22:53.728971: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2433.0957 - mean_squared_error: 2433.0957 - val_loss: 1149.9956 - val_mean_squared_error: 1149.9956 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 191.2336 - mean_squared_error: 191.2336 - val_loss: 1548.1670 - val_mean_squared_error: 1548.1670 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 90.4777 - mean_squared_error: 90.4777 - val_loss: 1890.3601 - val_mean_squared_error: 1890.3601 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 69.1743 - mean_squared_error: 69.1743 - val_loss: 2061.4358 - val_mean_squared_error: 2061.4358 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 50.3874 - mean_squared_error: 50.3874 - val_loss: 2309.7908 - val_mean_squared_error: 2309.7908 Epoch 6/25 81/81 [==============================] - 1s 18ms/step - loss: 59.2699 - mean_squared_error: 59.2699 - val_loss: 2292.6326 - val_mean_squared_error: 2292.6326 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 46.5146 - mean_squared_error: 46.5146 - val_loss: 2443.0344 - val_mean_squared_error: 2443.0344 Epoch 8/25 81/81 [==============================] - 1s 18ms/step - loss: 43.9183 - mean_squared_error: 43.9183 - val_loss: 2321.1475 - val_mean_squared_error: 2321.1475 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 51.3111 - mean_squared_error: 51.3111 - val_loss: 2370.8669 - val_mean_squared_error: 2370.8669 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 41.6436 - mean_squared_error: 41.6436 - val_loss: 2415.8164 - val_mean_squared_error: 2415.8164 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 37.5123 - mean_squared_error: 37.5123 - val_loss: 2298.3071 - val_mean_squared_error: 2298.3071 Epoch 12/25 81/81 [==============================] - 1s 11ms/step - loss: 40.4961 - mean_squared_error: 40.4961 - val_loss: 2402.1074 - val_mean_squared_error: 2402.1074 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 40.2691 - mean_squared_error: 40.2691 - val_loss: 2335.3035 - val_mean_squared_error: 2335.3035 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9423 - mean_squared_error: 43.9423 - val_loss: 2187.7383 - val_mean_squared_error: 2187.7383 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 51.7463 - mean_squared_error: 51.7463 - val_loss: 2322.7734 - val_mean_squared_error: 2322.7734 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 43.0080 - mean_squared_error: 43.0080 - val_loss: 2371.9497 - val_mean_squared_error: 2371.9497 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.8648 - mean_squared_error: 45.8648 - val_loss: 2125.5986 - val_mean_squared_error: 2125.5986 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 51.5291 - mean_squared_error: 51.5291 - val_loss: 2140.7134 - val_mean_squared_error: 2140.7134 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9655 - mean_squared_error: 39.9655 - val_loss: 2236.2454 - val_mean_squared_error: 2236.2454 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 46.9855 - mean_squared_error: 46.9855 - val_loss: 2216.4905 - val_mean_squared_error: 2216.4905 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6832 - mean_squared_error: 45.6832 - val_loss: 2205.9597 - val_mean_squared_error: 2205.9597 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8395 - mean_squared_error: 44.8395 - val_loss: 2032.5128 - val_mean_squared_error: 2032.5128 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 36.1995 - mean_squared_error: 36.1995 - val_loss: 1991.6422 - val_mean_squared_error: 1991.6422 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 40.1710 - mean_squared_error: 40.1710 - val_loss: 2050.8179 - val_mean_squared_error: 2050.8179 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9115 - mean_squared_error: 36.9115 - val_loss: 2107.0735 - val_mean_squared_error: 2107.0735
2022-12-09 12:23:14.317594: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007553978105559479 Generation: 36 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 12:23:15.244058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2452.0662 - mean_squared_error: 2452.0662
2022-12-09 12:23:21.659610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 69ms/step - loss: 2452.0662 - mean_squared_error: 2452.0662 - val_loss: 1266.7511 - val_mean_squared_error: 1266.7511 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 208.8420 - mean_squared_error: 208.8420 - val_loss: 1685.4956 - val_mean_squared_error: 1685.4956 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 98.8820 - mean_squared_error: 98.8820 - val_loss: 1676.6879 - val_mean_squared_error: 1676.6879 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 69.1737 - mean_squared_error: 69.1737 - val_loss: 2105.8491 - val_mean_squared_error: 2105.8491 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 65.2926 - mean_squared_error: 65.2926 - val_loss: 2257.3987 - val_mean_squared_error: 2257.3987 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 59.4945 - mean_squared_error: 59.4945 - val_loss: 2467.8728 - val_mean_squared_error: 2467.8728 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 56.9135 - mean_squared_error: 56.9135 - val_loss: 2444.2407 - val_mean_squared_error: 2444.2407 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 47.9245 - mean_squared_error: 47.9245 - val_loss: 2268.2930 - val_mean_squared_error: 2268.2930 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 43.6350 - mean_squared_error: 43.6350 - val_loss: 2441.6287 - val_mean_squared_error: 2441.6287 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 50.2655 - mean_squared_error: 50.2655 - val_loss: 2479.4387 - val_mean_squared_error: 2479.4387 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 49.3911 - mean_squared_error: 49.3911 - val_loss: 2533.5278 - val_mean_squared_error: 2533.5276 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5273 - mean_squared_error: 45.5273 - val_loss: 2302.1089 - val_mean_squared_error: 2302.1089 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 47.6375 - mean_squared_error: 47.6375 - val_loss: 2402.4780 - val_mean_squared_error: 2402.4780 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0784 - mean_squared_error: 45.0784 - val_loss: 2378.5889 - val_mean_squared_error: 2378.5889 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7182 - mean_squared_error: 44.7182 - val_loss: 2413.6611 - val_mean_squared_error: 2413.6611 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5999 - mean_squared_error: 38.5999 - val_loss: 2290.8318 - val_mean_squared_error: 2290.8318 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 44.5147 - mean_squared_error: 44.5147 - val_loss: 2274.0627 - val_mean_squared_error: 2274.0627 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 37.1168 - mean_squared_error: 37.1168 - val_loss: 2186.2571 - val_mean_squared_error: 2186.2571 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1386 - mean_squared_error: 41.1386 - val_loss: 2245.3674 - val_mean_squared_error: 2245.3674 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2415 - mean_squared_error: 35.2415 - val_loss: 2138.3271 - val_mean_squared_error: 2138.3271 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9998 - mean_squared_error: 37.9998 - val_loss: 2158.8416 - val_mean_squared_error: 2158.8413 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9417 - mean_squared_error: 38.9417 - val_loss: 2212.4570 - val_mean_squared_error: 2212.4570 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 41.3982 - mean_squared_error: 41.3982 - val_loss: 2082.4414 - val_mean_squared_error: 2082.4414 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9376 - mean_squared_error: 41.9376 - val_loss: 1984.1234 - val_mean_squared_error: 1984.1234 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3420 - mean_squared_error: 41.3420 - val_loss: 2020.0518 - val_mean_squared_error: 2020.0518
2022-12-09 12:23:40.283608: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:23:41.115635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2406.7566 - mean_squared_error: 2406.7566
2022-12-09 12:23:46.636700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2406.7566 - mean_squared_error: 2406.7566 - val_loss: 825.2178 - val_mean_squared_error: 825.2178 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 221.6912 - mean_squared_error: 221.6912 - val_loss: 1042.7892 - val_mean_squared_error: 1042.7892 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 92.7234 - mean_squared_error: 92.7234 - val_loss: 1327.7593 - val_mean_squared_error: 1327.7593 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 66.7635 - mean_squared_error: 66.7635 - val_loss: 2102.1387 - val_mean_squared_error: 2102.1387 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 60.5930 - mean_squared_error: 60.5930 - val_loss: 2319.6592 - val_mean_squared_error: 2319.6592 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 56.8492 - mean_squared_error: 56.8492 - val_loss: 2598.8418 - val_mean_squared_error: 2598.8418 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 43.5250 - mean_squared_error: 43.5250 - val_loss: 2415.5649 - val_mean_squared_error: 2415.5649 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 44.5870 - mean_squared_error: 44.5870 - val_loss: 2516.7905 - val_mean_squared_error: 2516.7905 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.2396 - mean_squared_error: 45.2396 - val_loss: 2609.7168 - val_mean_squared_error: 2609.7168 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 47.6585 - mean_squared_error: 47.6585 - val_loss: 2455.5730 - val_mean_squared_error: 2455.5730 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7891 - mean_squared_error: 44.7891 - val_loss: 2392.1575 - val_mean_squared_error: 2392.1575 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5611 - mean_squared_error: 39.5611 - val_loss: 2376.4995 - val_mean_squared_error: 2376.4995 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.9290 - mean_squared_error: 42.9290 - val_loss: 2349.9043 - val_mean_squared_error: 2349.9043 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 35.1031 - mean_squared_error: 35.1031 - val_loss: 2470.9734 - val_mean_squared_error: 2470.9734 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 47.9330 - mean_squared_error: 47.9330 - val_loss: 2222.3987 - val_mean_squared_error: 2222.3987 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 45.6022 - mean_squared_error: 45.6022 - val_loss: 2463.0383 - val_mean_squared_error: 2463.0383 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3999 - mean_squared_error: 39.3999 - val_loss: 2515.4431 - val_mean_squared_error: 2515.4431 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1265 - mean_squared_error: 40.1265 - val_loss: 2592.4072 - val_mean_squared_error: 2592.4072 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0860 - mean_squared_error: 39.0860 - val_loss: 2407.9392 - val_mean_squared_error: 2407.9392 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.3569 - mean_squared_error: 39.3569 - val_loss: 2402.6321 - val_mean_squared_error: 2402.6321 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 35.1371 - mean_squared_error: 35.1371 - val_loss: 2177.3965 - val_mean_squared_error: 2177.3965 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0264 - mean_squared_error: 42.0264 - val_loss: 2376.9431 - val_mean_squared_error: 2376.9431 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0194 - mean_squared_error: 38.0194 - val_loss: 2066.1951 - val_mean_squared_error: 2066.1951 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6509 - mean_squared_error: 36.6509 - val_loss: 2330.9941 - val_mean_squared_error: 2330.9941 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9619 - mean_squared_error: 38.9619 - val_loss: 2158.4956 - val_mean_squared_error: 2158.4956
2022-12-09 12:24:05.664199: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:24:06.422170: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2451.8840 - mean_squared_error: 2451.8840
2022-12-09 12:24:11.718746: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2451.8840 - mean_squared_error: 2451.8840 - val_loss: 1097.6786 - val_mean_squared_error: 1097.6786 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 133.6425 - mean_squared_error: 133.6425 - val_loss: 1124.5665 - val_mean_squared_error: 1124.5665 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 63.3880 - mean_squared_error: 63.3880 - val_loss: 1566.7769 - val_mean_squared_error: 1566.7769 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 45.1936 - mean_squared_error: 45.1936 - val_loss: 2165.9316 - val_mean_squared_error: 2165.9316 Epoch 5/25 81/81 [==============================] - 1s 15ms/step - loss: 46.7165 - mean_squared_error: 46.7165 - val_loss: 2191.6294 - val_mean_squared_error: 2191.6294 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 46.4940 - mean_squared_error: 46.4940 - val_loss: 2336.8484 - val_mean_squared_error: 2336.8484 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 41.3878 - mean_squared_error: 41.3878 - val_loss: 2314.7590 - val_mean_squared_error: 2314.7590 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 50.3832 - mean_squared_error: 50.3832 - val_loss: 2294.9814 - val_mean_squared_error: 2294.9814 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0372 - mean_squared_error: 38.0372 - val_loss: 2258.7876 - val_mean_squared_error: 2258.7876 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0882 - mean_squared_error: 41.0882 - val_loss: 2266.8093 - val_mean_squared_error: 2266.8093 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5690 - mean_squared_error: 38.5690 - val_loss: 2230.8279 - val_mean_squared_error: 2230.8279 Epoch 12/25 81/81 [==============================] - 1s 16ms/step - loss: 37.5942 - mean_squared_error: 37.5942 - val_loss: 2322.7793 - val_mean_squared_error: 2322.7793 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2836 - mean_squared_error: 44.2836 - val_loss: 2330.6133 - val_mean_squared_error: 2330.6133 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0737 - mean_squared_error: 37.0737 - val_loss: 2197.5173 - val_mean_squared_error: 2197.5173 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.4776 - mean_squared_error: 39.4776 - val_loss: 2489.9841 - val_mean_squared_error: 2489.9841 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.0866 - mean_squared_error: 39.0866 - val_loss: 2273.3909 - val_mean_squared_error: 2273.3909 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 32.2395 - mean_squared_error: 32.2395 - val_loss: 2348.4531 - val_mean_squared_error: 2348.4531 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 35.4130 - mean_squared_error: 35.4130 - val_loss: 2195.1401 - val_mean_squared_error: 2195.1401 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 35.6892 - mean_squared_error: 35.6892 - val_loss: 2374.0762 - val_mean_squared_error: 2374.0762 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 47.0268 - mean_squared_error: 47.0268 - val_loss: 2226.5996 - val_mean_squared_error: 2226.5996 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6598 - mean_squared_error: 39.6598 - val_loss: 2259.4817 - val_mean_squared_error: 2259.4817 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1904 - mean_squared_error: 37.1904 - val_loss: 2194.5691 - val_mean_squared_error: 2194.5691 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0199 - mean_squared_error: 37.0199 - val_loss: 2158.7249 - val_mean_squared_error: 2158.7249 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6336 - mean_squared_error: 34.6336 - val_loss: 2200.4629 - val_mean_squared_error: 2200.4629 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5117 - mean_squared_error: 40.5117 - val_loss: 2103.4988 - val_mean_squared_error: 2103.4988
2022-12-09 12:24:31.157827: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:24:31.904082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2402.1636 - mean_squared_error: 2402.1636
2022-12-09 12:24:37.495896: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2402.1636 - mean_squared_error: 2402.1636 - val_loss: 1051.8855 - val_mean_squared_error: 1051.8855 Epoch 2/25 81/81 [==============================] - 2s 20ms/step - loss: 184.6574 - mean_squared_error: 184.6574 - val_loss: 1362.6077 - val_mean_squared_error: 1362.6077 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 96.1589 - mean_squared_error: 96.1589 - val_loss: 1859.1573 - val_mean_squared_error: 1859.1573 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 64.2314 - mean_squared_error: 64.2314 - val_loss: 2216.1655 - val_mean_squared_error: 2216.1655 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 55.3787 - mean_squared_error: 55.3787 - val_loss: 2359.8645 - val_mean_squared_error: 2359.8645 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 54.9038 - mean_squared_error: 54.9038 - val_loss: 2389.9795 - val_mean_squared_error: 2389.9795 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 52.3095 - mean_squared_error: 52.3095 - val_loss: 2377.5259 - val_mean_squared_error: 2377.5259 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 42.6947 - mean_squared_error: 42.6947 - val_loss: 2440.3091 - val_mean_squared_error: 2440.3091 Epoch 9/25 81/81 [==============================] - 1s 12ms/step - loss: 48.6505 - mean_squared_error: 48.6505 - val_loss: 2498.7517 - val_mean_squared_error: 2498.7517 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 46.3035 - mean_squared_error: 46.3035 - val_loss: 2300.2419 - val_mean_squared_error: 2300.2419 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0623 - mean_squared_error: 41.0623 - val_loss: 2358.3037 - val_mean_squared_error: 2358.3037 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7726 - mean_squared_error: 39.7726 - val_loss: 2344.6301 - val_mean_squared_error: 2344.6301 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1434 - mean_squared_error: 45.1434 - val_loss: 2389.2410 - val_mean_squared_error: 2389.2410 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0577 - mean_squared_error: 37.0577 - val_loss: 2297.8708 - val_mean_squared_error: 2297.8706 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3438 - mean_squared_error: 35.3438 - val_loss: 2132.9202 - val_mean_squared_error: 2132.9202 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 46.0070 - mean_squared_error: 46.0070 - val_loss: 2365.1792 - val_mean_squared_error: 2365.1792 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0758 - mean_squared_error: 37.0758 - val_loss: 2190.4365 - val_mean_squared_error: 2190.4365 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4780 - mean_squared_error: 45.4780 - val_loss: 2215.2012 - val_mean_squared_error: 2215.2012 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5724 - mean_squared_error: 38.5724 - val_loss: 2194.8137 - val_mean_squared_error: 2194.8137 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 38.1803 - mean_squared_error: 38.1803 - val_loss: 2035.1746 - val_mean_squared_error: 2035.1746 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7271 - mean_squared_error: 39.7271 - val_loss: 1995.5907 - val_mean_squared_error: 1995.5907 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1361 - mean_squared_error: 45.1361 - val_loss: 2043.3003 - val_mean_squared_error: 2043.3003 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9603 - mean_squared_error: 42.9603 - val_loss: 2010.0482 - val_mean_squared_error: 2010.0481 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3816 - mean_squared_error: 38.3816 - val_loss: 1955.4705 - val_mean_squared_error: 1955.4705 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5715 - mean_squared_error: 37.5715 - val_loss: 2068.3518 - val_mean_squared_error: 2068.3518
2022-12-09 12:24:57.193424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:24:58.020872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2507.6670 - mean_squared_error: 2507.6670
2022-12-09 12:25:03.883570: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2507.6670 - mean_squared_error: 2507.6670 - val_loss: 1052.0742 - val_mean_squared_error: 1052.0742 Epoch 2/25 81/81 [==============================] - 1s 16ms/step - loss: 324.2867 - mean_squared_error: 324.2867 - val_loss: 2040.7202 - val_mean_squared_error: 2040.7202 Epoch 3/25 81/81 [==============================] - 2s 19ms/step - loss: 222.5302 - mean_squared_error: 222.5302 - val_loss: 2253.4885 - val_mean_squared_error: 2253.4885 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 165.8683 - mean_squared_error: 165.8683 - val_loss: 2594.4541 - val_mean_squared_error: 2594.4541 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 157.3199 - mean_squared_error: 157.3199 - val_loss: 2402.9260 - val_mean_squared_error: 2402.9260 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 140.0677 - mean_squared_error: 140.0677 - val_loss: 2558.3267 - val_mean_squared_error: 2558.3267 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 133.0875 - mean_squared_error: 133.0875 - val_loss: 2461.7019 - val_mean_squared_error: 2461.7019 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 127.6523 - mean_squared_error: 127.6523 - val_loss: 2548.4065 - val_mean_squared_error: 2548.4065 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 125.2915 - mean_squared_error: 125.2915 - val_loss: 2306.4133 - val_mean_squared_error: 2306.4133 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 123.8412 - mean_squared_error: 123.8412 - val_loss: 2224.6357 - val_mean_squared_error: 2224.6357 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 129.7491 - mean_squared_error: 129.7491 - val_loss: 2112.4192 - val_mean_squared_error: 2112.4192 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 120.4029 - mean_squared_error: 120.4029 - val_loss: 1965.8579 - val_mean_squared_error: 1965.8579 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 122.2620 - mean_squared_error: 122.2620 - val_loss: 2107.1821 - val_mean_squared_error: 2107.1821 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 120.7925 - mean_squared_error: 120.7925 - val_loss: 1732.2435 - val_mean_squared_error: 1732.2435 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 118.8633 - mean_squared_error: 118.8633 - val_loss: 1819.2922 - val_mean_squared_error: 1819.2922 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 113.6158 - mean_squared_error: 113.6158 - val_loss: 1696.1425 - val_mean_squared_error: 1696.1425 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 106.3564 - mean_squared_error: 106.3564 - val_loss: 1554.7184 - val_mean_squared_error: 1554.7184 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 107.5430 - mean_squared_error: 107.5430 - val_loss: 1404.0083 - val_mean_squared_error: 1404.0083 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 99.5452 - mean_squared_error: 99.5452 - val_loss: 1279.7721 - val_mean_squared_error: 1279.7721 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 98.0409 - mean_squared_error: 98.0409 - val_loss: 1320.8964 - val_mean_squared_error: 1320.8964 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 96.0777 - mean_squared_error: 96.0777 - val_loss: 1263.9502 - val_mean_squared_error: 1263.9502 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 92.0912 - mean_squared_error: 92.0912 - val_loss: 1385.2523 - val_mean_squared_error: 1385.2523 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 95.4820 - mean_squared_error: 95.4820 - val_loss: 1363.3464 - val_mean_squared_error: 1363.3464 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 91.6860 - mean_squared_error: 91.6860 - val_loss: 1659.7688 - val_mean_squared_error: 1659.7688 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 98.9313 - mean_squared_error: 98.9313 - val_loss: 1291.8680 - val_mean_squared_error: 1291.8680
2022-12-09 12:25:24.038346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007717038590922644 Generation: 37 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:25:24.834773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.8518 - mean_squared_error: 2449.8518
2022-12-09 12:25:30.344130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2449.8518 - mean_squared_error: 2449.8518 - val_loss: 1335.8435 - val_mean_squared_error: 1335.8435 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 324.3104 - mean_squared_error: 324.3104 - val_loss: 2085.8733 - val_mean_squared_error: 2085.8733 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 226.6949 - mean_squared_error: 226.6949 - val_loss: 2588.7871 - val_mean_squared_error: 2588.7871 Epoch 4/25 81/81 [==============================] - 1s 18ms/step - loss: 168.1793 - mean_squared_error: 168.1793 - val_loss: 2696.1619 - val_mean_squared_error: 2696.1619 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 147.6624 - mean_squared_error: 147.6624 - val_loss: 2565.0547 - val_mean_squared_error: 2565.0547 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 136.9382 - mean_squared_error: 136.9382 - val_loss: 2788.3357 - val_mean_squared_error: 2788.3357 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 126.5106 - mean_squared_error: 126.5106 - val_loss: 2735.4011 - val_mean_squared_error: 2735.4011 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 132.2231 - mean_squared_error: 132.2231 - val_loss: 2682.4465 - val_mean_squared_error: 2682.4465 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 126.8619 - mean_squared_error: 126.8619 - val_loss: 2688.1953 - val_mean_squared_error: 2688.1953 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 130.8347 - mean_squared_error: 130.8347 - val_loss: 2671.2158 - val_mean_squared_error: 2671.2158 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 126.6848 - mean_squared_error: 126.6848 - val_loss: 2631.0500 - val_mean_squared_error: 2631.0500 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 128.4322 - mean_squared_error: 128.4322 - val_loss: 2692.4275 - val_mean_squared_error: 2692.4275 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 122.0223 - mean_squared_error: 122.0223 - val_loss: 2470.0029 - val_mean_squared_error: 2470.0029 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 119.8682 - mean_squared_error: 119.8682 - val_loss: 2499.5217 - val_mean_squared_error: 2499.5217 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 116.4348 - mean_squared_error: 116.4348 - val_loss: 2336.4536 - val_mean_squared_error: 2336.4536 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 116.3655 - mean_squared_error: 116.3655 - val_loss: 2260.2759 - val_mean_squared_error: 2260.2759 Epoch 17/25 81/81 [==============================] - 1s 17ms/step - loss: 111.2855 - mean_squared_error: 111.2855 - val_loss: 2149.5542 - val_mean_squared_error: 2149.5542 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 111.3896 - mean_squared_error: 111.3896 - val_loss: 2326.6133 - val_mean_squared_error: 2326.6133 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 106.4499 - mean_squared_error: 106.4499 - val_loss: 2063.4568 - val_mean_squared_error: 2063.4568 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 99.6004 - mean_squared_error: 99.6004 - val_loss: 1929.8961 - val_mean_squared_error: 1929.8961 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 101.3819 - mean_squared_error: 101.3819 - val_loss: 2092.9790 - val_mean_squared_error: 2092.9790 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 97.8884 - mean_squared_error: 97.8884 - val_loss: 1824.0114 - val_mean_squared_error: 1824.0114 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 97.4988 - mean_squared_error: 97.4988 - val_loss: 1648.6661 - val_mean_squared_error: 1648.6661 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 91.9826 - mean_squared_error: 91.9826 - val_loss: 1752.2655 - val_mean_squared_error: 1752.2655 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 95.8446 - mean_squared_error: 95.8446 - val_loss: 1955.8649 - val_mean_squared_error: 1955.8649
2022-12-09 12:25:49.837705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/25
2022-12-09 12:25:50.591898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.3777 - mean_squared_error: 2433.3777
2022-12-09 12:25:56.487475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2433.3777 - mean_squared_error: 2433.3777 - val_loss: 944.5274 - val_mean_squared_error: 944.5274 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 223.8775 - mean_squared_error: 223.8775 - val_loss: 1314.4978 - val_mean_squared_error: 1314.4978 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 102.6791 - mean_squared_error: 102.6791 - val_loss: 1762.8491 - val_mean_squared_error: 1762.8491 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 75.2713 - mean_squared_error: 75.2713 - val_loss: 2235.6628 - val_mean_squared_error: 2235.6628 Epoch 5/25 81/81 [==============================] - 2s 23ms/step - loss: 62.4950 - mean_squared_error: 62.4950 - val_loss: 2312.3679 - val_mean_squared_error: 2312.3679 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 56.3296 - mean_squared_error: 56.3296 - val_loss: 2437.2769 - val_mean_squared_error: 2437.2769 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 58.4003 - mean_squared_error: 58.4003 - val_loss: 2517.1135 - val_mean_squared_error: 2517.1135 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 54.0355 - mean_squared_error: 54.0355 - val_loss: 2543.7092 - val_mean_squared_error: 2543.7092 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 47.1906 - mean_squared_error: 47.1906 - val_loss: 2484.0483 - val_mean_squared_error: 2484.0483 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2464 - mean_squared_error: 44.2464 - val_loss: 2389.9529 - val_mean_squared_error: 2389.9529 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 42.2503 - mean_squared_error: 42.2503 - val_loss: 2485.6755 - val_mean_squared_error: 2485.6755 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0798 - mean_squared_error: 42.0798 - val_loss: 2482.8059 - val_mean_squared_error: 2482.8059 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 39.9889 - mean_squared_error: 39.9889 - val_loss: 2387.0884 - val_mean_squared_error: 2387.0884 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2868 - mean_squared_error: 40.2868 - val_loss: 2253.6538 - val_mean_squared_error: 2253.6538 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 39.7646 - mean_squared_error: 39.7646 - val_loss: 2307.3232 - val_mean_squared_error: 2307.3232 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1268 - mean_squared_error: 39.1268 - val_loss: 2340.8496 - val_mean_squared_error: 2340.8496 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 50.4892 - mean_squared_error: 50.4892 - val_loss: 2395.3174 - val_mean_squared_error: 2395.3174 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3295 - mean_squared_error: 42.3295 - val_loss: 2398.3193 - val_mean_squared_error: 2398.3193 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1656 - mean_squared_error: 40.1656 - val_loss: 2258.4873 - val_mean_squared_error: 2258.4873 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8315 - mean_squared_error: 40.8315 - val_loss: 2426.9602 - val_mean_squared_error: 2426.9602 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9211 - mean_squared_error: 40.9211 - val_loss: 2255.6663 - val_mean_squared_error: 2255.6663 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8633 - mean_squared_error: 44.8633 - val_loss: 2329.7764 - val_mean_squared_error: 2329.7764 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6873 - mean_squared_error: 38.6873 - val_loss: 2289.6311 - val_mean_squared_error: 2289.6311 Epoch 24/25 81/81 [==============================] - 1s 10ms/step - loss: 38.1237 - mean_squared_error: 38.1237 - val_loss: 2194.1948 - val_mean_squared_error: 2194.1948 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 45.5594 - mean_squared_error: 45.5594 - val_loss: 2311.3357 - val_mean_squared_error: 2311.3357
2022-12-09 12:26:16.749042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:26:17.549980: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2420.0923 - mean_squared_error: 2420.0923
2022-12-09 12:26:23.451475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2420.0923 - mean_squared_error: 2420.0923 - val_loss: 1067.4031 - val_mean_squared_error: 1067.4031 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 173.8806 - mean_squared_error: 173.8806 - val_loss: 1457.9824 - val_mean_squared_error: 1457.9824 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 83.6494 - mean_squared_error: 83.6494 - val_loss: 1878.5315 - val_mean_squared_error: 1878.5315 Epoch 4/25 81/81 [==============================] - 1s 8ms/step - loss: 65.9511 - mean_squared_error: 65.9511 - val_loss: 2035.5739 - val_mean_squared_error: 2035.5739 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 58.9502 - mean_squared_error: 58.9502 - val_loss: 2364.7815 - val_mean_squared_error: 2364.7815 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 51.2579 - mean_squared_error: 51.2579 - val_loss: 2324.5659 - val_mean_squared_error: 2324.5659 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 49.1133 - mean_squared_error: 49.1133 - val_loss: 2408.6609 - val_mean_squared_error: 2408.6609 Epoch 8/25 81/81 [==============================] - 1s 14ms/step - loss: 46.5689 - mean_squared_error: 46.5689 - val_loss: 2337.7795 - val_mean_squared_error: 2337.7795 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 44.0966 - mean_squared_error: 44.0966 - val_loss: 2377.9309 - val_mean_squared_error: 2377.9309 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8446 - mean_squared_error: 41.8446 - val_loss: 2389.8071 - val_mean_squared_error: 2389.8071 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 39.2881 - mean_squared_error: 39.2881 - val_loss: 2374.7688 - val_mean_squared_error: 2374.7688 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 43.6802 - mean_squared_error: 43.6802 - val_loss: 2375.9019 - val_mean_squared_error: 2375.9019 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3737 - mean_squared_error: 42.3737 - val_loss: 2328.0601 - val_mean_squared_error: 2328.0601 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9624 - mean_squared_error: 44.9624 - val_loss: 2270.9500 - val_mean_squared_error: 2270.9500 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 42.1390 - mean_squared_error: 42.1390 - val_loss: 2101.4775 - val_mean_squared_error: 2101.4775 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 49.7222 - mean_squared_error: 49.7222 - val_loss: 2292.2715 - val_mean_squared_error: 2292.2715 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.4573 - mean_squared_error: 39.4573 - val_loss: 2088.0229 - val_mean_squared_error: 2088.0229 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3578 - mean_squared_error: 44.3578 - val_loss: 1930.3540 - val_mean_squared_error: 1930.3540 Epoch 19/25 81/81 [==============================] - 1s 10ms/step - loss: 49.9289 - mean_squared_error: 49.9289 - val_loss: 2065.3098 - val_mean_squared_error: 2065.3098 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 46.7707 - mean_squared_error: 46.7707 - val_loss: 2030.2430 - val_mean_squared_error: 2030.2430 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 36.2746 - mean_squared_error: 36.2746 - val_loss: 2061.1362 - val_mean_squared_error: 2061.1362 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8239 - mean_squared_error: 43.8239 - val_loss: 1899.9467 - val_mean_squared_error: 1899.9467 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 46.5923 - mean_squared_error: 46.5923 - val_loss: 2019.6143 - val_mean_squared_error: 2019.6143 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3744 - mean_squared_error: 40.3744 - val_loss: 1921.7736 - val_mean_squared_error: 1921.7736 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 37.2524 - mean_squared_error: 37.2524 - val_loss: 1920.0244 - val_mean_squared_error: 1920.0244
2022-12-09 12:26:42.690175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:26:43.459403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2424.2512 - mean_squared_error: 2424.2512
2022-12-09 12:26:49.290775: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2424.2512 - mean_squared_error: 2424.2512 - val_loss: 975.0197 - val_mean_squared_error: 975.0197 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 117.4208 - mean_squared_error: 117.4208 - val_loss: 993.3517 - val_mean_squared_error: 993.3517 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 54.2372 - mean_squared_error: 54.2372 - val_loss: 1599.5814 - val_mean_squared_error: 1599.5814 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 54.1778 - mean_squared_error: 54.1778 - val_loss: 2107.1692 - val_mean_squared_error: 2107.1692 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 43.0548 - mean_squared_error: 43.0548 - val_loss: 2257.4460 - val_mean_squared_error: 2257.4460 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 41.9036 - mean_squared_error: 41.9036 - val_loss: 2432.0674 - val_mean_squared_error: 2432.0674 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7130 - mean_squared_error: 46.7130 - val_loss: 2303.2949 - val_mean_squared_error: 2303.2949 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 43.6393 - mean_squared_error: 43.6393 - val_loss: 2283.1624 - val_mean_squared_error: 2283.1624 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 34.0420 - mean_squared_error: 34.0420 - val_loss: 2129.2871 - val_mean_squared_error: 2129.2871 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 36.6259 - mean_squared_error: 36.6259 - val_loss: 2345.9902 - val_mean_squared_error: 2345.9902 Epoch 11/25 81/81 [==============================] - 1s 13ms/step - loss: 42.7133 - mean_squared_error: 42.7133 - val_loss: 2328.1653 - val_mean_squared_error: 2328.1653 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 47.7097 - mean_squared_error: 47.7097 - val_loss: 2097.5439 - val_mean_squared_error: 2097.5439 Epoch 13/25 81/81 [==============================] - 1s 12ms/step - loss: 38.9494 - mean_squared_error: 38.9494 - val_loss: 2120.7668 - val_mean_squared_error: 2120.7668 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6185 - mean_squared_error: 37.6185 - val_loss: 2094.7300 - val_mean_squared_error: 2094.7300 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 34.6699 - mean_squared_error: 34.6699 - val_loss: 2071.9143 - val_mean_squared_error: 2071.9143 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3021 - mean_squared_error: 38.3021 - val_loss: 2175.3069 - val_mean_squared_error: 2175.3069 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6927 - mean_squared_error: 40.6927 - val_loss: 1972.4795 - val_mean_squared_error: 1972.4795 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 39.0294 - mean_squared_error: 39.0294 - val_loss: 2021.2268 - val_mean_squared_error: 2021.2268 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6437 - mean_squared_error: 40.6437 - val_loss: 2061.7241 - val_mean_squared_error: 2061.7241 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 42.5645 - mean_squared_error: 42.5645 - val_loss: 1998.4910 - val_mean_squared_error: 1998.4908 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.4254 - mean_squared_error: 38.4254 - val_loss: 1880.3737 - val_mean_squared_error: 1880.3737 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1186 - mean_squared_error: 37.1186 - val_loss: 2046.8883 - val_mean_squared_error: 2046.8881 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6031 - mean_squared_error: 42.6031 - val_loss: 1717.2987 - val_mean_squared_error: 1717.2987 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 33.7550 - mean_squared_error: 33.7550 - val_loss: 1671.0448 - val_mean_squared_error: 1671.0448 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3922 - mean_squared_error: 38.3922 - val_loss: 1679.2665 - val_mean_squared_error: 1679.2664
2022-12-09 12:27:08.271399: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:27:09.015400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.2375 - mean_squared_error: 2432.2375
2022-12-09 12:27:14.819308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2432.2375 - mean_squared_error: 2432.2375 - val_loss: 1339.3907 - val_mean_squared_error: 1339.3907 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 332.3969 - mean_squared_error: 332.3969 - val_loss: 2164.5874 - val_mean_squared_error: 2164.5874 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 226.6548 - mean_squared_error: 226.6548 - val_loss: 2503.3845 - val_mean_squared_error: 2503.3845 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 165.7946 - mean_squared_error: 165.7946 - val_loss: 2752.3557 - val_mean_squared_error: 2752.3557 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 148.4882 - mean_squared_error: 148.4882 - val_loss: 2665.9197 - val_mean_squared_error: 2665.9197 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 140.0877 - mean_squared_error: 140.0877 - val_loss: 2600.0999 - val_mean_squared_error: 2600.0996 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 139.5663 - mean_squared_error: 139.5663 - val_loss: 2705.4734 - val_mean_squared_error: 2705.4734 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 130.1486 - mean_squared_error: 130.1486 - val_loss: 2707.1772 - val_mean_squared_error: 2707.1772 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 130.6519 - mean_squared_error: 130.6519 - val_loss: 2777.5405 - val_mean_squared_error: 2777.5405 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 123.8234 - mean_squared_error: 123.8234 - val_loss: 2744.8362 - val_mean_squared_error: 2744.8362 Epoch 11/25 81/81 [==============================] - 1s 17ms/step - loss: 128.4394 - mean_squared_error: 128.4394 - val_loss: 2579.8586 - val_mean_squared_error: 2579.8586 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 124.7354 - mean_squared_error: 124.7354 - val_loss: 2751.5737 - val_mean_squared_error: 2751.5737 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 121.0175 - mean_squared_error: 121.0175 - val_loss: 2501.0798 - val_mean_squared_error: 2501.0798 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 121.5267 - mean_squared_error: 121.5267 - val_loss: 2505.0825 - val_mean_squared_error: 2505.0825 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 114.0032 - mean_squared_error: 114.0032 - val_loss: 2613.0510 - val_mean_squared_error: 2613.0510 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 118.3506 - mean_squared_error: 118.3506 - val_loss: 2285.5652 - val_mean_squared_error: 2285.5652 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 115.6670 - mean_squared_error: 115.6670 - val_loss: 2173.2195 - val_mean_squared_error: 2173.2195 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 105.3982 - mean_squared_error: 105.3982 - val_loss: 2318.2771 - val_mean_squared_error: 2318.2771 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 108.2643 - mean_squared_error: 108.2643 - val_loss: 2222.4153 - val_mean_squared_error: 2222.4153 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 106.7139 - mean_squared_error: 106.7139 - val_loss: 2158.4900 - val_mean_squared_error: 2158.4900 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 101.5270 - mean_squared_error: 101.5270 - val_loss: 2063.5203 - val_mean_squared_error: 2063.5203 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 101.1969 - mean_squared_error: 101.1969 - val_loss: 2159.3945 - val_mean_squared_error: 2159.3945 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 100.6553 - mean_squared_error: 100.6553 - val_loss: 1821.6577 - val_mean_squared_error: 1821.6577 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 98.7672 - mean_squared_error: 98.7672 - val_loss: 2023.4628 - val_mean_squared_error: 2023.4628 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 92.2125 - mean_squared_error: 92.2125 - val_loss: 1914.0498 - val_mean_squared_error: 1914.0498
2022-12-09 12:27:34.279112: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0005887277853911439 Generation: 38 [[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:27:34.957033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2385.7256 - mean_squared_error: 2385.7256
2022-12-09 12:27:40.421257: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2385.7256 - mean_squared_error: 2385.7256 - val_loss: 784.5082 - val_mean_squared_error: 784.5082 Epoch 2/25 81/81 [==============================] - 2s 19ms/step - loss: 119.4650 - mean_squared_error: 119.4650 - val_loss: 1267.4601 - val_mean_squared_error: 1267.4601 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 55.0672 - mean_squared_error: 55.0672 - val_loss: 1660.6517 - val_mean_squared_error: 1660.6517 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 44.0633 - mean_squared_error: 44.0633 - val_loss: 2257.7439 - val_mean_squared_error: 2257.7439 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 43.7498 - mean_squared_error: 43.7498 - val_loss: 2470.9424 - val_mean_squared_error: 2470.9424 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 42.1793 - mean_squared_error: 42.1793 - val_loss: 2581.2117 - val_mean_squared_error: 2581.2114 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8675 - mean_squared_error: 41.8675 - val_loss: 2637.0312 - val_mean_squared_error: 2637.0312 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2833 - mean_squared_error: 34.2833 - val_loss: 2568.2256 - val_mean_squared_error: 2568.2256 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.7431 - mean_squared_error: 41.7431 - val_loss: 2580.6465 - val_mean_squared_error: 2580.6465 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 41.3104 - mean_squared_error: 41.3104 - val_loss: 2538.3430 - val_mean_squared_error: 2538.3430 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 34.3247 - mean_squared_error: 34.3247 - val_loss: 2541.0161 - val_mean_squared_error: 2541.0159 Epoch 12/25 81/81 [==============================] - 1s 11ms/step - loss: 39.2659 - mean_squared_error: 39.2659 - val_loss: 2587.0220 - val_mean_squared_error: 2587.0220 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 40.5793 - mean_squared_error: 40.5793 - val_loss: 2569.5383 - val_mean_squared_error: 2569.5383 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 33.1183 - mean_squared_error: 33.1183 - val_loss: 2561.5439 - val_mean_squared_error: 2561.5439 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1660 - mean_squared_error: 38.1660 - val_loss: 2377.0994 - val_mean_squared_error: 2377.0994 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1397 - mean_squared_error: 41.1397 - val_loss: 2541.4521 - val_mean_squared_error: 2541.4521 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 45.4442 - mean_squared_error: 45.4442 - val_loss: 2456.0820 - val_mean_squared_error: 2456.0820 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9079 - mean_squared_error: 40.9079 - val_loss: 2354.2524 - val_mean_squared_error: 2354.2524 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 34.9403 - mean_squared_error: 34.9403 - val_loss: 2530.2659 - val_mean_squared_error: 2530.2659 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.7216 - mean_squared_error: 34.7216 - val_loss: 2329.7612 - val_mean_squared_error: 2329.7612 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4045 - mean_squared_error: 44.4045 - val_loss: 2311.5415 - val_mean_squared_error: 2311.5415 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3825 - mean_squared_error: 43.3825 - val_loss: 2151.8069 - val_mean_squared_error: 2151.8069 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 37.7214 - mean_squared_error: 37.7214 - val_loss: 2390.0264 - val_mean_squared_error: 2390.0264 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 34.7613 - mean_squared_error: 34.7613 - val_loss: 2353.3726 - val_mean_squared_error: 2353.3726 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7569 - mean_squared_error: 35.7569 - val_loss: 2173.4487 - val_mean_squared_error: 2173.4487
2022-12-09 12:27:59.644133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:28:00.387913: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2458.7214 - mean_squared_error: 2458.7214
2022-12-09 12:28:05.920159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2458.7214 - mean_squared_error: 2458.7214 - val_loss: 1319.9984 - val_mean_squared_error: 1319.9984 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 325.0905 - mean_squared_error: 325.0905 - val_loss: 1794.2036 - val_mean_squared_error: 1794.2036 Epoch 3/25 81/81 [==============================] - 1s 8ms/step - loss: 227.9649 - mean_squared_error: 227.9649 - val_loss: 2131.7600 - val_mean_squared_error: 2131.7600 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 160.6456 - mean_squared_error: 160.6456 - val_loss: 2202.6799 - val_mean_squared_error: 2202.6799 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 145.0751 - mean_squared_error: 145.0751 - val_loss: 2162.8796 - val_mean_squared_error: 2162.8796 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 137.1417 - mean_squared_error: 137.1417 - val_loss: 1882.2830 - val_mean_squared_error: 1882.2830 Epoch 7/25 81/81 [==============================] - 1s 17ms/step - loss: 135.5817 - mean_squared_error: 135.5817 - val_loss: 1941.2533 - val_mean_squared_error: 1941.2533 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 128.0277 - mean_squared_error: 128.0277 - val_loss: 1526.9480 - val_mean_squared_error: 1526.9480 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 126.2622 - mean_squared_error: 126.2622 - val_loss: 1279.7465 - val_mean_squared_error: 1279.7465 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 125.6362 - mean_squared_error: 125.6362 - val_loss: 1236.8788 - val_mean_squared_error: 1236.8788 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 121.9679 - mean_squared_error: 121.9679 - val_loss: 811.3598 - val_mean_squared_error: 811.3597 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 129.0883 - mean_squared_error: 129.0883 - val_loss: 774.1981 - val_mean_squared_error: 774.1981 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 123.8715 - mean_squared_error: 123.8715 - val_loss: 714.3898 - val_mean_squared_error: 714.3898 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 123.3278 - mean_squared_error: 123.3278 - val_loss: 550.1245 - val_mean_squared_error: 550.1245 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 116.0912 - mean_squared_error: 116.0912 - val_loss: 331.2201 - val_mean_squared_error: 331.2201 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 111.3348 - mean_squared_error: 111.3348 - val_loss: 403.2482 - val_mean_squared_error: 403.2482 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 109.4148 - mean_squared_error: 109.4148 - val_loss: 304.6591 - val_mean_squared_error: 304.6591 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 105.5910 - mean_squared_error: 105.5910 - val_loss: 150.3337 - val_mean_squared_error: 150.3337 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 103.5592 - mean_squared_error: 103.5592 - val_loss: 117.2189 - val_mean_squared_error: 117.2189 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 100.7171 - mean_squared_error: 100.7171 - val_loss: 94.8341 - val_mean_squared_error: 94.8341 Epoch 21/25 81/81 [==============================] - 1s 14ms/step - loss: 100.9601 - mean_squared_error: 100.9601 - val_loss: 76.6136 - val_mean_squared_error: 76.6136 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 95.5474 - mean_squared_error: 95.5474 - val_loss: 46.7366 - val_mean_squared_error: 46.7366 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 95.9624 - mean_squared_error: 95.9624 - val_loss: 48.3593 - val_mean_squared_error: 48.3593 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 98.5636 - mean_squared_error: 98.5636 - val_loss: 67.8782 - val_mean_squared_error: 67.8782 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 89.2630 - mean_squared_error: 89.2630 - val_loss: 40.0876 - val_mean_squared_error: 40.0876
2022-12-09 12:28:25.339053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:28:26.036517: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2449.6929 - mean_squared_error: 2449.6929
2022-12-09 12:28:31.542278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2449.6929 - mean_squared_error: 2449.6929 - val_loss: 981.2756 - val_mean_squared_error: 981.2756 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 194.5731 - mean_squared_error: 194.5731 - val_loss: 1639.3650 - val_mean_squared_error: 1639.3650 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 93.3066 - mean_squared_error: 93.3066 - val_loss: 1881.6256 - val_mean_squared_error: 1881.6256 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 65.2505 - mean_squared_error: 65.2505 - val_loss: 2435.0557 - val_mean_squared_error: 2435.0557 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 61.4081 - mean_squared_error: 61.4081 - val_loss: 2331.7925 - val_mean_squared_error: 2331.7925 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 52.0668 - mean_squared_error: 52.0668 - val_loss: 2545.8342 - val_mean_squared_error: 2545.8342 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 50.8222 - mean_squared_error: 50.8222 - val_loss: 2515.2534 - val_mean_squared_error: 2515.2534 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 52.4363 - mean_squared_error: 52.4363 - val_loss: 2494.6045 - val_mean_squared_error: 2494.6045 Epoch 9/25 81/81 [==============================] - 1s 15ms/step - loss: 48.4795 - mean_squared_error: 48.4795 - val_loss: 2481.9062 - val_mean_squared_error: 2481.9062 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 41.4997 - mean_squared_error: 41.4997 - val_loss: 2476.0059 - val_mean_squared_error: 2476.0059 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 45.8860 - mean_squared_error: 45.8860 - val_loss: 2452.4229 - val_mean_squared_error: 2452.4229 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 54.4924 - mean_squared_error: 54.4924 - val_loss: 2689.7581 - val_mean_squared_error: 2689.7581 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 36.4075 - mean_squared_error: 36.4075 - val_loss: 2452.5227 - val_mean_squared_error: 2452.5225 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 40.6734 - mean_squared_error: 40.6734 - val_loss: 2472.3008 - val_mean_squared_error: 2472.3008 Epoch 15/25 81/81 [==============================] - 1s 11ms/step - loss: 44.4418 - mean_squared_error: 44.4418 - val_loss: 2504.2690 - val_mean_squared_error: 2504.2690 Epoch 16/25 81/81 [==============================] - 1s 11ms/step - loss: 37.1212 - mean_squared_error: 37.1212 - val_loss: 2327.6238 - val_mean_squared_error: 2327.6238 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.1811 - mean_squared_error: 41.1811 - val_loss: 2340.5554 - val_mean_squared_error: 2340.5554 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 45.2831 - mean_squared_error: 45.2831 - val_loss: 2318.3445 - val_mean_squared_error: 2318.3445 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 41.9988 - mean_squared_error: 41.9988 - val_loss: 2340.8462 - val_mean_squared_error: 2340.8462 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 32.9374 - mean_squared_error: 32.9374 - val_loss: 2368.3135 - val_mean_squared_error: 2368.3135 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.7417 - mean_squared_error: 38.7417 - val_loss: 2277.2278 - val_mean_squared_error: 2277.2278 Epoch 22/25 81/81 [==============================] - 1s 14ms/step - loss: 40.0850 - mean_squared_error: 40.0850 - val_loss: 2409.7266 - val_mean_squared_error: 2409.7266 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 35.6971 - mean_squared_error: 35.6971 - val_loss: 2340.4614 - val_mean_squared_error: 2340.4614 Epoch 24/25 81/81 [==============================] - 1s 10ms/step - loss: 40.8636 - mean_squared_error: 40.8636 - val_loss: 2167.2783 - val_mean_squared_error: 2167.2783 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.7408 - mean_squared_error: 35.7408 - val_loss: 2302.7351 - val_mean_squared_error: 2302.7351
2022-12-09 12:28:52.238934: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:28:53.038920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2433.2983 - mean_squared_error: 2433.2983
2022-12-09 12:28:59.152567: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 65ms/step - loss: 2433.2983 - mean_squared_error: 2433.2983 - val_loss: 889.2334 - val_mean_squared_error: 889.2334 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 322.0382 - mean_squared_error: 322.0382 - val_loss: 1711.6144 - val_mean_squared_error: 1711.6144 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 221.7825 - mean_squared_error: 221.7825 - val_loss: 2130.2375 - val_mean_squared_error: 2130.2375 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 170.6793 - mean_squared_error: 170.6793 - val_loss: 2234.1516 - val_mean_squared_error: 2234.1516 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 145.4879 - mean_squared_error: 145.4879 - val_loss: 2093.6436 - val_mean_squared_error: 2093.6436 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 136.8871 - mean_squared_error: 136.8871 - val_loss: 2290.1658 - val_mean_squared_error: 2290.1658 Epoch 7/25 81/81 [==============================] - 1s 16ms/step - loss: 139.1132 - mean_squared_error: 139.1132 - val_loss: 2202.4536 - val_mean_squared_error: 2202.4536 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 129.0423 - mean_squared_error: 129.0423 - val_loss: 2264.8879 - val_mean_squared_error: 2264.8879 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 123.3999 - mean_squared_error: 123.3999 - val_loss: 2028.6995 - val_mean_squared_error: 2028.6995 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 124.3826 - mean_squared_error: 124.3826 - val_loss: 1975.9054 - val_mean_squared_error: 1975.9054 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 126.3944 - mean_squared_error: 126.3944 - val_loss: 1998.4377 - val_mean_squared_error: 1998.4377 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 123.3220 - mean_squared_error: 123.3220 - val_loss: 1893.6099 - val_mean_squared_error: 1893.6099 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 115.3983 - mean_squared_error: 115.3983 - val_loss: 1894.4751 - val_mean_squared_error: 1894.4751 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 116.1468 - mean_squared_error: 116.1468 - val_loss: 1635.6615 - val_mean_squared_error: 1635.6615 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 121.5941 - mean_squared_error: 121.5941 - val_loss: 1552.1761 - val_mean_squared_error: 1552.1761 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 109.7721 - mean_squared_error: 109.7721 - val_loss: 1271.4310 - val_mean_squared_error: 1271.4310 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 115.2311 - mean_squared_error: 115.2311 - val_loss: 1420.0027 - val_mean_squared_error: 1420.0027 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 114.5290 - mean_squared_error: 114.5290 - val_loss: 1293.9093 - val_mean_squared_error: 1293.9093 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 105.5141 - mean_squared_error: 105.5141 - val_loss: 1150.1178 - val_mean_squared_error: 1150.1178 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 108.2886 - mean_squared_error: 108.2886 - val_loss: 1216.2844 - val_mean_squared_error: 1216.2844 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 104.9938 - mean_squared_error: 104.9938 - val_loss: 984.6272 - val_mean_squared_error: 984.6272 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 101.7304 - mean_squared_error: 101.7304 - val_loss: 1024.8733 - val_mean_squared_error: 1024.8733 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 90.8150 - mean_squared_error: 90.8150 - val_loss: 832.1577 - val_mean_squared_error: 832.1577 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 93.6252 - mean_squared_error: 93.6252 - val_loss: 1109.6837 - val_mean_squared_error: 1109.6837 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 92.7059 - mean_squared_error: 92.7059 - val_loss: 992.1609 - val_mean_squared_error: 992.1609
2022-12-09 12:29:18.809195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:29:19.583334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2412.2173 - mean_squared_error: 2412.2173
2022-12-09 12:29:25.155107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2412.2173 - mean_squared_error: 2412.2173 - val_loss: 1258.7753 - val_mean_squared_error: 1258.7751 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 171.0656 - mean_squared_error: 171.0656 - val_loss: 1682.3132 - val_mean_squared_error: 1682.3131 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 86.8743 - mean_squared_error: 86.8743 - val_loss: 1942.3014 - val_mean_squared_error: 1942.3014 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 66.7726 - mean_squared_error: 66.7726 - val_loss: 2077.7285 - val_mean_squared_error: 2077.7285 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 48.0302 - mean_squared_error: 48.0302 - val_loss: 2253.2771 - val_mean_squared_error: 2253.2771 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 51.1200 - mean_squared_error: 51.1200 - val_loss: 2343.8940 - val_mean_squared_error: 2343.8940 Epoch 7/25 81/81 [==============================] - 1s 15ms/step - loss: 43.6877 - mean_squared_error: 43.6877 - val_loss: 2376.8572 - val_mean_squared_error: 2376.8572 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 45.5079 - mean_squared_error: 45.5079 - val_loss: 2337.7507 - val_mean_squared_error: 2337.7507 Epoch 9/25 81/81 [==============================] - 1s 12ms/step - loss: 39.6810 - mean_squared_error: 39.6810 - val_loss: 2285.7734 - val_mean_squared_error: 2285.7734 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9645 - mean_squared_error: 43.9645 - val_loss: 2321.0664 - val_mean_squared_error: 2321.0664 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5605 - mean_squared_error: 40.5605 - val_loss: 2302.8867 - val_mean_squared_error: 2302.8867 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8607 - mean_squared_error: 40.8607 - val_loss: 2198.0935 - val_mean_squared_error: 2198.0935 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7488 - mean_squared_error: 41.7488 - val_loss: 2227.4695 - val_mean_squared_error: 2227.4695 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1691 - mean_squared_error: 36.1691 - val_loss: 2021.4329 - val_mean_squared_error: 2021.4329 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8403 - mean_squared_error: 39.8403 - val_loss: 2065.8572 - val_mean_squared_error: 2065.8572 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3633 - mean_squared_error: 43.3633 - val_loss: 2192.5813 - val_mean_squared_error: 2192.5813 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.3409 - mean_squared_error: 39.3409 - val_loss: 2003.5511 - val_mean_squared_error: 2003.5511 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8908 - mean_squared_error: 35.8908 - val_loss: 1924.8944 - val_mean_squared_error: 1924.8944 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 33.1129 - mean_squared_error: 33.1129 - val_loss: 1941.1344 - val_mean_squared_error: 1941.1344 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 32.0769 - mean_squared_error: 32.0769 - val_loss: 1896.8905 - val_mean_squared_error: 1896.8905 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5131 - mean_squared_error: 38.5131 - val_loss: 2049.6472 - val_mean_squared_error: 2049.6472 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 35.5741 - mean_squared_error: 35.5741 - val_loss: 1708.0358 - val_mean_squared_error: 1708.0358 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5853 - mean_squared_error: 40.5853 - val_loss: 1765.7621 - val_mean_squared_error: 1765.7621 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 38.0821 - mean_squared_error: 38.0821 - val_loss: 1665.2660 - val_mean_squared_error: 1665.2660 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0807 - mean_squared_error: 38.0807 - val_loss: 1813.4636 - val_mean_squared_error: 1813.4635
2022-12-09 12:29:44.832732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.019515432052268005 Generation: 39 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:29:51.262254: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2458.7507 - mean_squared_error: 2458.7507
2022-12-09 12:29:56.756484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2458.7507 - mean_squared_error: 2458.7507 - val_loss: 1390.3792 - val_mean_squared_error: 1390.3792 Epoch 2/25 81/81 [==============================] - 2s 24ms/step - loss: 313.1588 - mean_squared_error: 313.1588 - val_loss: 2073.2905 - val_mean_squared_error: 2073.2905 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 198.6490 - mean_squared_error: 198.6490 - val_loss: 2289.9553 - val_mean_squared_error: 2289.9553 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 158.3601 - mean_squared_error: 158.3601 - val_loss: 2363.7769 - val_mean_squared_error: 2363.7769 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 148.2550 - mean_squared_error: 148.2550 - val_loss: 2241.5586 - val_mean_squared_error: 2241.5586 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 129.1529 - mean_squared_error: 129.1529 - val_loss: 1838.0618 - val_mean_squared_error: 1838.0618 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 139.6129 - mean_squared_error: 139.6129 - val_loss: 1471.8290 - val_mean_squared_error: 1471.8290 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 129.7339 - mean_squared_error: 129.7339 - val_loss: 1254.9139 - val_mean_squared_error: 1254.9139 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 128.0030 - mean_squared_error: 128.0030 - val_loss: 989.9869 - val_mean_squared_error: 989.9869 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 132.7241 - mean_squared_error: 132.7241 - val_loss: 961.4874 - val_mean_squared_error: 961.4874 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 125.2999 - mean_squared_error: 125.2999 - val_loss: 571.1454 - val_mean_squared_error: 571.1454 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 112.2430 - mean_squared_error: 112.2430 - val_loss: 547.8565 - val_mean_squared_error: 547.8565 Epoch 13/25 81/81 [==============================] - 1s 13ms/step - loss: 122.7672 - mean_squared_error: 122.7672 - val_loss: 551.5966 - val_mean_squared_error: 551.5966 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 112.7325 - mean_squared_error: 112.7325 - val_loss: 385.2130 - val_mean_squared_error: 385.2130 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 113.9487 - mean_squared_error: 113.9487 - val_loss: 442.5013 - val_mean_squared_error: 442.5013 Epoch 16/25 81/81 [==============================] - 1s 12ms/step - loss: 110.2332 - mean_squared_error: 110.2332 - val_loss: 346.5410 - val_mean_squared_error: 346.5410 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 101.1442 - mean_squared_error: 101.1442 - val_loss: 357.7563 - val_mean_squared_error: 357.7563 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 101.8482 - mean_squared_error: 101.8482 - val_loss: 170.2565 - val_mean_squared_error: 170.2565 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 97.1539 - mean_squared_error: 97.1539 - val_loss: 135.4207 - val_mean_squared_error: 135.4207 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 103.0145 - mean_squared_error: 103.0145 - val_loss: 47.6843 - val_mean_squared_error: 47.6843 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 95.2473 - mean_squared_error: 95.2473 - val_loss: 58.3929 - val_mean_squared_error: 58.3929 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 91.8108 - mean_squared_error: 91.8108 - val_loss: 52.5985 - val_mean_squared_error: 52.5985 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 93.0091 - mean_squared_error: 93.0091 - val_loss: 110.3204 - val_mean_squared_error: 110.3204 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 96.2924 - mean_squared_error: 96.2924 - val_loss: 44.8452 - val_mean_squared_error: 44.8452 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 87.0681 - mean_squared_error: 87.0681 - val_loss: 68.9880 - val_mean_squared_error: 68.9880
2022-12-09 12:30:17.039372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:30:17.774372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2465.9275 - mean_squared_error: 2465.9275
2022-12-09 12:30:22.797532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 54ms/step - loss: 2465.9275 - mean_squared_error: 2465.9275 - val_loss: 1055.5553 - val_mean_squared_error: 1055.5553 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 325.4009 - mean_squared_error: 325.4009 - val_loss: 1610.7797 - val_mean_squared_error: 1610.7797 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 227.2984 - mean_squared_error: 227.2984 - val_loss: 2192.1721 - val_mean_squared_error: 2192.1721 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 167.8530 - mean_squared_error: 167.8530 - val_loss: 2239.9458 - val_mean_squared_error: 2239.9458 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 145.1682 - mean_squared_error: 145.1682 - val_loss: 2449.6226 - val_mean_squared_error: 2449.6226 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 143.4906 - mean_squared_error: 143.4906 - val_loss: 2347.9666 - val_mean_squared_error: 2347.9663 Epoch 7/25 81/81 [==============================] - 1s 14ms/step - loss: 126.7232 - mean_squared_error: 126.7232 - val_loss: 2451.7773 - val_mean_squared_error: 2451.7773 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 132.5586 - mean_squared_error: 132.5586 - val_loss: 2013.9615 - val_mean_squared_error: 2013.9615 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 132.4455 - mean_squared_error: 132.4455 - val_loss: 2108.5496 - val_mean_squared_error: 2108.5496 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 138.0121 - mean_squared_error: 138.0121 - val_loss: 1967.9073 - val_mean_squared_error: 1967.9073 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 125.2667 - mean_squared_error: 125.2667 - val_loss: 1980.2325 - val_mean_squared_error: 1980.2325 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 122.9296 - mean_squared_error: 122.9296 - val_loss: 1894.2592 - val_mean_squared_error: 1894.2592 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 120.5552 - mean_squared_error: 120.5552 - val_loss: 1664.7144 - val_mean_squared_error: 1664.7144 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 124.0855 - mean_squared_error: 124.0855 - val_loss: 1978.4604 - val_mean_squared_error: 1978.4604 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 122.2121 - mean_squared_error: 122.2121 - val_loss: 1517.7061 - val_mean_squared_error: 1517.7061 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 120.3628 - mean_squared_error: 120.3628 - val_loss: 1548.7832 - val_mean_squared_error: 1548.7832 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 107.8505 - mean_squared_error: 107.8505 - val_loss: 1524.0278 - val_mean_squared_error: 1524.0278 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 118.0585 - mean_squared_error: 118.0585 - val_loss: 1648.1633 - val_mean_squared_error: 1648.1633 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 110.4157 - mean_squared_error: 110.4157 - val_loss: 1533.4723 - val_mean_squared_error: 1533.4723 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 110.3820 - mean_squared_error: 110.3820 - val_loss: 1242.1316 - val_mean_squared_error: 1242.1316 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 106.8617 - mean_squared_error: 106.8617 - val_loss: 1261.3010 - val_mean_squared_error: 1261.3010 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 97.8001 - mean_squared_error: 97.8001 - val_loss: 1406.2661 - val_mean_squared_error: 1406.2661 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 107.4958 - mean_squared_error: 107.4958 - val_loss: 1305.2491 - val_mean_squared_error: 1305.2491 Epoch 24/25 81/81 [==============================] - 1s 14ms/step - loss: 96.4069 - mean_squared_error: 96.4069 - val_loss: 1022.3069 - val_mean_squared_error: 1022.3069 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 91.9175 - mean_squared_error: 91.9175 - val_loss: 1016.1726 - val_mean_squared_error: 1016.1726
2022-12-09 12:30:42.322124: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:30:42.993317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2444.0291 - mean_squared_error: 2444.0291
2022-12-09 12:30:48.066610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2444.0291 - mean_squared_error: 2444.0291 - val_loss: 1125.6716 - val_mean_squared_error: 1125.6716 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 180.9387 - mean_squared_error: 180.9387 - val_loss: 1552.4971 - val_mean_squared_error: 1552.4971 Epoch 3/25 81/81 [==============================] - 1s 15ms/step - loss: 86.6314 - mean_squared_error: 86.6314 - val_loss: 1867.6451 - val_mean_squared_error: 1867.6451 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 64.5588 - mean_squared_error: 64.5588 - val_loss: 2085.9390 - val_mean_squared_error: 2085.9390 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 62.8887 - mean_squared_error: 62.8887 - val_loss: 2340.3674 - val_mean_squared_error: 2340.3674 Epoch 6/25 81/81 [==============================] - 1s 16ms/step - loss: 55.7614 - mean_squared_error: 55.7614 - val_loss: 2550.9868 - val_mean_squared_error: 2550.9868 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 45.8769 - mean_squared_error: 45.8769 - val_loss: 2401.8862 - val_mean_squared_error: 2401.8862 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.6600 - mean_squared_error: 48.6600 - val_loss: 2466.7456 - val_mean_squared_error: 2466.7456 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9544 - mean_squared_error: 42.9544 - val_loss: 2463.8418 - val_mean_squared_error: 2463.8418 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 45.7073 - mean_squared_error: 45.7073 - val_loss: 2547.1902 - val_mean_squared_error: 2547.1902 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 44.0794 - mean_squared_error: 44.0794 - val_loss: 2377.9087 - val_mean_squared_error: 2377.9087 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9198 - mean_squared_error: 38.9198 - val_loss: 2273.6941 - val_mean_squared_error: 2273.6941 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5647 - mean_squared_error: 38.5647 - val_loss: 2413.7542 - val_mean_squared_error: 2413.7542 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 36.5647 - mean_squared_error: 36.5647 - val_loss: 2406.5112 - val_mean_squared_error: 2406.5112 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7370 - mean_squared_error: 43.7370 - val_loss: 2407.2698 - val_mean_squared_error: 2407.2698 Epoch 16/25 81/81 [==============================] - 1s 16ms/step - loss: 35.8514 - mean_squared_error: 35.8514 - val_loss: 2340.5613 - val_mean_squared_error: 2340.5613 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 40.0811 - mean_squared_error: 40.0811 - val_loss: 2114.6580 - val_mean_squared_error: 2114.6580 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 37.0146 - mean_squared_error: 37.0146 - val_loss: 2322.9583 - val_mean_squared_error: 2322.9583 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8069 - mean_squared_error: 37.8069 - val_loss: 2346.6028 - val_mean_squared_error: 2346.6028 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 36.0986 - mean_squared_error: 36.0986 - val_loss: 2189.5444 - val_mean_squared_error: 2189.5442 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2626 - mean_squared_error: 39.2626 - val_loss: 2086.9670 - val_mean_squared_error: 2086.9670 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0934 - mean_squared_error: 38.0934 - val_loss: 2140.4258 - val_mean_squared_error: 2140.4258 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1800 - mean_squared_error: 36.1800 - val_loss: 2233.4456 - val_mean_squared_error: 2233.4453 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7118 - mean_squared_error: 40.7118 - val_loss: 2053.2427 - val_mean_squared_error: 2053.2427 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 35.8386 - mean_squared_error: 35.8386 - val_loss: 2018.4771 - val_mean_squared_error: 2018.4771
2022-12-09 12:31:07.920476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/25
2022-12-09 12:31:08.578782: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2409.5623 - mean_squared_error: 2409.5623
2022-12-09 12:31:13.746797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2409.5623 - mean_squared_error: 2409.5623 - val_loss: 1016.7069 - val_mean_squared_error: 1016.7069 Epoch 2/25 81/81 [==============================] - 1s 18ms/step - loss: 128.9362 - mean_squared_error: 128.9362 - val_loss: 1286.2644 - val_mean_squared_error: 1286.2644 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 63.9548 - mean_squared_error: 63.9548 - val_loss: 1667.1722 - val_mean_squared_error: 1667.1722 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 48.4966 - mean_squared_error: 48.4966 - val_loss: 2278.9451 - val_mean_squared_error: 2278.9451 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 43.7638 - mean_squared_error: 43.7638 - val_loss: 2396.4890 - val_mean_squared_error: 2396.4890 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 44.2366 - mean_squared_error: 44.2366 - val_loss: 2491.8723 - val_mean_squared_error: 2491.8723 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 43.1004 - mean_squared_error: 43.1004 - val_loss: 2583.8838 - val_mean_squared_error: 2583.8838 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8953 - mean_squared_error: 37.8953 - val_loss: 2653.7253 - val_mean_squared_error: 2653.7253 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 38.2735 - mean_squared_error: 38.2735 - val_loss: 2606.1479 - val_mean_squared_error: 2606.1477 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 38.5409 - mean_squared_error: 38.5409 - val_loss: 2592.0789 - val_mean_squared_error: 2592.0789 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 47.3522 - mean_squared_error: 47.3522 - val_loss: 2584.1848 - val_mean_squared_error: 2584.1848 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 31.1046 - mean_squared_error: 31.1046 - val_loss: 2496.9109 - val_mean_squared_error: 2496.9109 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 38.7170 - mean_squared_error: 38.7170 - val_loss: 2601.9365 - val_mean_squared_error: 2601.9365 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 42.9287 - mean_squared_error: 42.9287 - val_loss: 2621.2249 - val_mean_squared_error: 2621.2246 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.9322 - mean_squared_error: 43.9322 - val_loss: 2460.8638 - val_mean_squared_error: 2460.8638 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2772 - mean_squared_error: 44.2772 - val_loss: 2452.6812 - val_mean_squared_error: 2452.6812 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 33.5006 - mean_squared_error: 33.5006 - val_loss: 2421.6470 - val_mean_squared_error: 2421.6470 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 32.2601 - mean_squared_error: 32.2601 - val_loss: 2478.0195 - val_mean_squared_error: 2478.0195 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.0197 - mean_squared_error: 40.0197 - val_loss: 2337.6628 - val_mean_squared_error: 2337.6628 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 42.2186 - mean_squared_error: 42.2186 - val_loss: 2347.2771 - val_mean_squared_error: 2347.2771 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3033 - mean_squared_error: 41.3033 - val_loss: 2260.0352 - val_mean_squared_error: 2260.0352 Epoch 22/25 81/81 [==============================] - 1s 16ms/step - loss: 46.4793 - mean_squared_error: 46.4793 - val_loss: 2259.2146 - val_mean_squared_error: 2259.2146 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 30.8653 - mean_squared_error: 30.8653 - val_loss: 2175.0737 - val_mean_squared_error: 2175.0737 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8664 - mean_squared_error: 44.8664 - val_loss: 2445.4688 - val_mean_squared_error: 2445.4688 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2754 - mean_squared_error: 41.2754 - val_loss: 2246.8535 - val_mean_squared_error: 2246.8535
2022-12-09 12:31:33.410078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:31:34.141038: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.9534 - mean_squared_error: 2432.9534
2022-12-09 12:31:40.781557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 69ms/step - loss: 2432.9534 - mean_squared_error: 2432.9534 - val_loss: 1008.1796 - val_mean_squared_error: 1008.1796 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 275.6561 - mean_squared_error: 275.6561 - val_loss: 1779.1483 - val_mean_squared_error: 1779.1483 Epoch 3/25 81/81 [==============================] - 2s 22ms/step - loss: 176.3782 - mean_squared_error: 176.3782 - val_loss: 2421.7571 - val_mean_squared_error: 2421.7571 Epoch 4/25 81/81 [==============================] - 1s 14ms/step - loss: 131.0925 - mean_squared_error: 131.0925 - val_loss: 2629.1465 - val_mean_squared_error: 2629.1465 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 119.0457 - mean_squared_error: 119.0457 - val_loss: 2788.2041 - val_mean_squared_error: 2788.2041 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 115.4741 - mean_squared_error: 115.4741 - val_loss: 2810.0063 - val_mean_squared_error: 2810.0063 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 97.9659 - mean_squared_error: 97.9659 - val_loss: 2840.3965 - val_mean_squared_error: 2840.3965 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 110.5315 - mean_squared_error: 110.5315 - val_loss: 2857.1477 - val_mean_squared_error: 2857.1477 Epoch 9/25 81/81 [==============================] - 1s 16ms/step - loss: 102.6288 - mean_squared_error: 102.6288 - val_loss: 2852.4109 - val_mean_squared_error: 2852.4109 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 104.4842 - mean_squared_error: 104.4842 - val_loss: 2604.4480 - val_mean_squared_error: 2604.4480 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 97.1415 - mean_squared_error: 97.1415 - val_loss: 2660.7236 - val_mean_squared_error: 2660.7236 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 90.5627 - mean_squared_error: 90.5627 - val_loss: 2706.3005 - val_mean_squared_error: 2706.3005 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 98.4075 - mean_squared_error: 98.4075 - val_loss: 2602.1340 - val_mean_squared_error: 2602.1340 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 96.0132 - mean_squared_error: 96.0132 - val_loss: 2615.9653 - val_mean_squared_error: 2615.9653 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 90.5156 - mean_squared_error: 90.5156 - val_loss: 2486.7764 - val_mean_squared_error: 2486.7764 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 88.2506 - mean_squared_error: 88.2506 - val_loss: 2409.4866 - val_mean_squared_error: 2409.4866 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 84.9707 - mean_squared_error: 84.9707 - val_loss: 2393.6460 - val_mean_squared_error: 2393.6460 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 89.4879 - mean_squared_error: 89.4879 - val_loss: 2316.5059 - val_mean_squared_error: 2316.5059 Epoch 19/25 81/81 [==============================] - 1s 10ms/step - loss: 88.9865 - mean_squared_error: 88.9865 - val_loss: 2197.3149 - val_mean_squared_error: 2197.3149 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 88.9746 - mean_squared_error: 88.9746 - val_loss: 2194.6321 - val_mean_squared_error: 2194.6321 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 86.9819 - mean_squared_error: 86.9819 - val_loss: 2021.5835 - val_mean_squared_error: 2021.5835 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 82.0267 - mean_squared_error: 82.0267 - val_loss: 2044.8477 - val_mean_squared_error: 2044.8477 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 75.2036 - mean_squared_error: 75.2036 - val_loss: 2105.0664 - val_mean_squared_error: 2105.0664 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 76.1097 - mean_squared_error: 76.1097 - val_loss: 1869.9604 - val_mean_squared_error: 1869.9604 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 83.0900 - mean_squared_error: 83.0900 - val_loss: 2019.7823 - val_mean_squared_error: 2019.7823
2022-12-09 12:32:01.614278: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.012766197862367639 Generation: 40 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:32:02.438483: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2468.1294 - mean_squared_error: 2468.1294
2022-12-09 12:32:07.917326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2468.1294 - mean_squared_error: 2468.1294 - val_loss: 1307.9785 - val_mean_squared_error: 1307.9785 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 327.3814 - mean_squared_error: 327.3814 - val_loss: 2006.9445 - val_mean_squared_error: 2006.9445 Epoch 3/25 81/81 [==============================] - 1s 17ms/step - loss: 227.9701 - mean_squared_error: 227.9701 - val_loss: 2392.7737 - val_mean_squared_error: 2392.7737 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 165.1608 - mean_squared_error: 165.1608 - val_loss: 2593.4478 - val_mean_squared_error: 2593.4478 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 146.1554 - mean_squared_error: 146.1554 - val_loss: 2554.8276 - val_mean_squared_error: 2554.8276 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 137.4914 - mean_squared_error: 137.4914 - val_loss: 2325.5115 - val_mean_squared_error: 2325.5115 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 133.7768 - mean_squared_error: 133.7768 - val_loss: 2475.5349 - val_mean_squared_error: 2475.5349 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 138.3306 - mean_squared_error: 138.3306 - val_loss: 2407.7891 - val_mean_squared_error: 2407.7891 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 125.7787 - mean_squared_error: 125.7787 - val_loss: 2379.4817 - val_mean_squared_error: 2379.4817 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 127.3681 - mean_squared_error: 127.3681 - val_loss: 2450.2026 - val_mean_squared_error: 2450.2026 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 134.0151 - mean_squared_error: 134.0151 - val_loss: 2179.0645 - val_mean_squared_error: 2179.0645 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 117.9395 - mean_squared_error: 117.9395 - val_loss: 2263.9067 - val_mean_squared_error: 2263.9067 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 124.0290 - mean_squared_error: 124.0290 - val_loss: 2238.0498 - val_mean_squared_error: 2238.0498 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 124.7458 - mean_squared_error: 124.7458 - val_loss: 1970.0214 - val_mean_squared_error: 1970.0214 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 119.1768 - mean_squared_error: 119.1768 - val_loss: 1796.0836 - val_mean_squared_error: 1796.0836 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 112.7497 - mean_squared_error: 112.7497 - val_loss: 1557.4337 - val_mean_squared_error: 1557.4337 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 101.9244 - mean_squared_error: 101.9244 - val_loss: 1604.9105 - val_mean_squared_error: 1604.9105 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 109.4360 - mean_squared_error: 109.4360 - val_loss: 1480.8058 - val_mean_squared_error: 1480.8058 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 102.3616 - mean_squared_error: 102.3616 - val_loss: 1283.4500 - val_mean_squared_error: 1283.4500 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 99.3571 - mean_squared_error: 99.3571 - val_loss: 1447.3025 - val_mean_squared_error: 1447.3025 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 100.7734 - mean_squared_error: 100.7734 - val_loss: 1134.5510 - val_mean_squared_error: 1134.5510 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 93.3275 - mean_squared_error: 93.3275 - val_loss: 1298.7128 - val_mean_squared_error: 1298.7128 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 96.4608 - mean_squared_error: 96.4608 - val_loss: 1263.1628 - val_mean_squared_error: 1263.1628 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 90.8648 - mean_squared_error: 90.8648 - val_loss: 1059.6294 - val_mean_squared_error: 1059.6294 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 87.4349 - mean_squared_error: 87.4349 - val_loss: 1042.3799 - val_mean_squared_error: 1042.3799
2022-12-09 12:32:27.709668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:32:28.496242: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2471.1206 - mean_squared_error: 2471.1206
2022-12-09 12:32:33.877847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2471.1206 - mean_squared_error: 2471.1206 - val_loss: 970.8411 - val_mean_squared_error: 970.8411 Epoch 2/25 81/81 [==============================] - 1s 16ms/step - loss: 312.5329 - mean_squared_error: 312.5329 - val_loss: 1776.0303 - val_mean_squared_error: 1776.0303 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 211.3118 - mean_squared_error: 211.3118 - val_loss: 2509.4690 - val_mean_squared_error: 2509.4690 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 166.1047 - mean_squared_error: 166.1047 - val_loss: 2583.3840 - val_mean_squared_error: 2583.3840 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 136.7817 - mean_squared_error: 136.7817 - val_loss: 2656.1335 - val_mean_squared_error: 2656.1333 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 140.1256 - mean_squared_error: 140.1256 - val_loss: 2684.7507 - val_mean_squared_error: 2684.7507 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 134.5889 - mean_squared_error: 134.5889 - val_loss: 2776.3586 - val_mean_squared_error: 2776.3586 Epoch 8/25 81/81 [==============================] - 1s 14ms/step - loss: 132.6302 - mean_squared_error: 132.6302 - val_loss: 2752.3159 - val_mean_squared_error: 2752.3159 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 135.2346 - mean_squared_error: 135.2346 - val_loss: 2752.2961 - val_mean_squared_error: 2752.2961 Epoch 10/25 81/81 [==============================] - 1s 11ms/step - loss: 122.8543 - mean_squared_error: 122.8543 - val_loss: 2723.4302 - val_mean_squared_error: 2723.4302 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 124.8885 - mean_squared_error: 124.8885 - val_loss: 2646.1577 - val_mean_squared_error: 2646.1577 Epoch 12/25 81/81 [==============================] - 1s 18ms/step - loss: 124.8575 - mean_squared_error: 124.8575 - val_loss: 2431.8137 - val_mean_squared_error: 2431.8137 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 116.3022 - mean_squared_error: 116.3022 - val_loss: 2447.9919 - val_mean_squared_error: 2447.9919 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 116.4702 - mean_squared_error: 116.4702 - val_loss: 2351.7974 - val_mean_squared_error: 2351.7974 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 113.2091 - mean_squared_error: 113.2091 - val_loss: 2182.3604 - val_mean_squared_error: 2182.3604 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 113.8417 - mean_squared_error: 113.8417 - val_loss: 2204.8755 - val_mean_squared_error: 2204.8755 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 108.1953 - mean_squared_error: 108.1953 - val_loss: 2215.2144 - val_mean_squared_error: 2215.2144 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 110.0255 - mean_squared_error: 110.0255 - val_loss: 1964.3109 - val_mean_squared_error: 1964.3109 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 105.5831 - mean_squared_error: 105.5831 - val_loss: 2052.3904 - val_mean_squared_error: 2052.3904 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 98.9172 - mean_squared_error: 98.9172 - val_loss: 1940.4224 - val_mean_squared_error: 1940.4224 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 103.1361 - mean_squared_error: 103.1361 - val_loss: 2046.0157 - val_mean_squared_error: 2046.0157 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 96.6067 - mean_squared_error: 96.6067 - val_loss: 1823.3324 - val_mean_squared_error: 1823.3324 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 94.1037 - mean_squared_error: 94.1037 - val_loss: 1738.3633 - val_mean_squared_error: 1738.3633 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 90.7989 - mean_squared_error: 90.7989 - val_loss: 1698.5835 - val_mean_squared_error: 1698.5835 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 90.8054 - mean_squared_error: 90.8054 - val_loss: 1647.5903 - val_mean_squared_error: 1647.5903
2022-12-09 12:32:54.363416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:32:55.177234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2520.4951 - mean_squared_error: 2520.4951
2022-12-09 12:33:00.683633: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2520.4951 - mean_squared_error: 2520.4951 - val_loss: 1272.5483 - val_mean_squared_error: 1272.5483 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 274.9992 - mean_squared_error: 274.9992 - val_loss: 1825.1877 - val_mean_squared_error: 1825.1877 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 168.2328 - mean_squared_error: 168.2328 - val_loss: 2387.8994 - val_mean_squared_error: 2387.8994 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 132.1087 - mean_squared_error: 132.1087 - val_loss: 2681.4736 - val_mean_squared_error: 2681.4736 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 115.8546 - mean_squared_error: 115.8546 - val_loss: 2718.6321 - val_mean_squared_error: 2718.6321 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 112.3780 - mean_squared_error: 112.3780 - val_loss: 2743.2017 - val_mean_squared_error: 2743.2017 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 110.9629 - mean_squared_error: 110.9629 - val_loss: 2630.0305 - val_mean_squared_error: 2630.0305 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 105.1858 - mean_squared_error: 105.1858 - val_loss: 2483.7820 - val_mean_squared_error: 2483.7820 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 100.1222 - mean_squared_error: 100.1222 - val_loss: 2578.0593 - val_mean_squared_error: 2578.0593 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 100.9058 - mean_squared_error: 100.9058 - val_loss: 2591.6284 - val_mean_squared_error: 2591.6284 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 93.8250 - mean_squared_error: 93.8250 - val_loss: 2527.8625 - val_mean_squared_error: 2527.8625 Epoch 12/25 81/81 [==============================] - 1s 14ms/step - loss: 94.4355 - mean_squared_error: 94.4355 - val_loss: 2581.3284 - val_mean_squared_error: 2581.3284 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 98.0808 - mean_squared_error: 98.0808 - val_loss: 2502.5103 - val_mean_squared_error: 2502.5103 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 102.3804 - mean_squared_error: 102.3804 - val_loss: 2461.5103 - val_mean_squared_error: 2461.5103 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 88.5110 - mean_squared_error: 88.5110 - val_loss: 2115.2480 - val_mean_squared_error: 2115.2480 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 88.3113 - mean_squared_error: 88.3113 - val_loss: 2306.4326 - val_mean_squared_error: 2306.4326 Epoch 17/25 81/81 [==============================] - 1s 11ms/step - loss: 87.5615 - mean_squared_error: 87.5615 - val_loss: 1999.5367 - val_mean_squared_error: 1999.5367 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 93.7360 - mean_squared_error: 93.7360 - val_loss: 1862.0199 - val_mean_squared_error: 1862.0199 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 92.9757 - mean_squared_error: 92.9757 - val_loss: 1994.6912 - val_mean_squared_error: 1994.6909 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 89.3190 - mean_squared_error: 89.3190 - val_loss: 2045.0111 - val_mean_squared_error: 2045.0111 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 82.6159 - mean_squared_error: 82.6159 - val_loss: 1832.2794 - val_mean_squared_error: 1832.2793 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 84.8927 - mean_squared_error: 84.8927 - val_loss: 1930.2043 - val_mean_squared_error: 1930.2041 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 82.3605 - mean_squared_error: 82.3605 - val_loss: 1852.9893 - val_mean_squared_error: 1852.9893 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 85.9970 - mean_squared_error: 85.9970 - val_loss: 1742.3641 - val_mean_squared_error: 1742.3641 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 76.7077 - mean_squared_error: 76.7077 - val_loss: 1767.2876 - val_mean_squared_error: 1767.2876
2022-12-09 12:33:20.271732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:33:20.972535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2429.5586 - mean_squared_error: 2429.5586
2022-12-09 12:33:25.997792: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2429.5586 - mean_squared_error: 2429.5586 - val_loss: 1159.0935 - val_mean_squared_error: 1159.0935 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 181.9319 - mean_squared_error: 181.9319 - val_loss: 1451.4055 - val_mean_squared_error: 1451.4055 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 90.7271 - mean_squared_error: 90.7271 - val_loss: 1758.9851 - val_mean_squared_error: 1758.9851 Epoch 4/25 81/81 [==============================] - 1s 15ms/step - loss: 68.6203 - mean_squared_error: 68.6203 - val_loss: 2018.0732 - val_mean_squared_error: 2018.0732 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 63.4558 - mean_squared_error: 63.4558 - val_loss: 2302.3235 - val_mean_squared_error: 2302.3235 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 50.2262 - mean_squared_error: 50.2262 - val_loss: 2479.1975 - val_mean_squared_error: 2479.1975 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3749 - mean_squared_error: 45.3749 - val_loss: 2639.1560 - val_mean_squared_error: 2639.1560 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.4000 - mean_squared_error: 48.4000 - val_loss: 2539.5559 - val_mean_squared_error: 2539.5559 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 45.5239 - mean_squared_error: 45.5239 - val_loss: 2424.3606 - val_mean_squared_error: 2424.3606 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 45.7231 - mean_squared_error: 45.7231 - val_loss: 2585.9773 - val_mean_squared_error: 2585.9773 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5493 - mean_squared_error: 41.5493 - val_loss: 2427.9116 - val_mean_squared_error: 2427.9116 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 46.8239 - mean_squared_error: 46.8239 - val_loss: 2543.3254 - val_mean_squared_error: 2543.3254 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1337 - mean_squared_error: 36.1337 - val_loss: 2305.8042 - val_mean_squared_error: 2305.8042 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 38.6687 - mean_squared_error: 38.6687 - val_loss: 2338.6682 - val_mean_squared_error: 2338.6682 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9510 - mean_squared_error: 37.9510 - val_loss: 2332.1050 - val_mean_squared_error: 2332.1050 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5683 - mean_squared_error: 38.5683 - val_loss: 2195.7153 - val_mean_squared_error: 2195.7153 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1703 - mean_squared_error: 37.1703 - val_loss: 2423.7078 - val_mean_squared_error: 2423.7078 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3985 - mean_squared_error: 41.3985 - val_loss: 2151.1660 - val_mean_squared_error: 2151.1660 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6237 - mean_squared_error: 36.6237 - val_loss: 2214.6924 - val_mean_squared_error: 2214.6924 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1506 - mean_squared_error: 40.1506 - val_loss: 2195.6504 - val_mean_squared_error: 2195.6504 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.0016 - mean_squared_error: 37.0016 - val_loss: 2097.7700 - val_mean_squared_error: 2097.7700 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9067 - mean_squared_error: 35.9067 - val_loss: 2291.9319 - val_mean_squared_error: 2291.9319 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 35.6914 - mean_squared_error: 35.6914 - val_loss: 2367.7961 - val_mean_squared_error: 2367.7961 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 36.6087 - mean_squared_error: 36.6087 - val_loss: 2096.4636 - val_mean_squared_error: 2096.4636 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9593 - mean_squared_error: 38.9593 - val_loss: 2238.5188 - val_mean_squared_error: 2238.5188
2022-12-09 12:33:43.905002: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:33:44.646163: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2459.3381 - mean_squared_error: 2459.3381
2022-12-09 12:33:49.305232: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 49ms/step - loss: 2459.3381 - mean_squared_error: 2459.3381 - val_loss: 860.3480 - val_mean_squared_error: 860.3480 Epoch 2/25 81/81 [==============================] - 1s 16ms/step - loss: 293.4117 - mean_squared_error: 293.4117 - val_loss: 1705.4679 - val_mean_squared_error: 1705.4679 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 206.2435 - mean_squared_error: 206.2435 - val_loss: 2332.2847 - val_mean_squared_error: 2332.2847 Epoch 4/25 81/81 [==============================] - 1s 18ms/step - loss: 156.3540 - mean_squared_error: 156.3540 - val_loss: 2529.8428 - val_mean_squared_error: 2529.8428 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 142.6663 - mean_squared_error: 142.6663 - val_loss: 2655.4280 - val_mean_squared_error: 2655.4280 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 135.6559 - mean_squared_error: 135.6559 - val_loss: 2686.4626 - val_mean_squared_error: 2686.4626 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 137.1530 - mean_squared_error: 137.1530 - val_loss: 2670.5391 - val_mean_squared_error: 2670.5391 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 130.9288 - mean_squared_error: 130.9288 - val_loss: 2501.1426 - val_mean_squared_error: 2501.1426 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 132.3895 - mean_squared_error: 132.3895 - val_loss: 2549.5127 - val_mean_squared_error: 2549.5127 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 121.9581 - mean_squared_error: 121.9581 - val_loss: 2511.9875 - val_mean_squared_error: 2511.9875 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 117.4777 - mean_squared_error: 117.4777 - val_loss: 2420.2554 - val_mean_squared_error: 2420.2554 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 119.2934 - mean_squared_error: 119.2934 - val_loss: 2534.6970 - val_mean_squared_error: 2534.6968 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 120.0959 - mean_squared_error: 120.0959 - val_loss: 2313.1204 - val_mean_squared_error: 2313.1204 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 124.6294 - mean_squared_error: 124.6294 - val_loss: 2406.5029 - val_mean_squared_error: 2406.5029 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 124.2103 - mean_squared_error: 124.2103 - val_loss: 2293.1687 - val_mean_squared_error: 2293.1687 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 117.5185 - mean_squared_error: 117.5185 - val_loss: 2278.0632 - val_mean_squared_error: 2278.0632 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 118.3690 - mean_squared_error: 118.3690 - val_loss: 2174.8801 - val_mean_squared_error: 2174.8801 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 117.6106 - mean_squared_error: 117.6106 - val_loss: 1982.0669 - val_mean_squared_error: 1982.0669 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 113.8130 - mean_squared_error: 113.8130 - val_loss: 2071.0444 - val_mean_squared_error: 2071.0444 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 113.4688 - mean_squared_error: 113.4688 - val_loss: 1899.2072 - val_mean_squared_error: 1899.2072 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 104.4391 - mean_squared_error: 104.4391 - val_loss: 1782.9414 - val_mean_squared_error: 1782.9413 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 107.0132 - mean_squared_error: 107.0132 - val_loss: 1722.9680 - val_mean_squared_error: 1722.9680 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 102.4835 - mean_squared_error: 102.4835 - val_loss: 1528.5369 - val_mean_squared_error: 1528.5369 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 98.2310 - mean_squared_error: 98.2310 - val_loss: 1827.0634 - val_mean_squared_error: 1827.0634 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 100.5225 - mean_squared_error: 100.5225 - val_loss: 1505.4786 - val_mean_squared_error: 1505.4786
2022-12-09 12:34:07.944039: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0009554128150497793 Generation: 41 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:34:08.682424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2492.9556 - mean_squared_error: 2492.9556
2022-12-09 12:34:14.258896: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2492.9556 - mean_squared_error: 2492.9556 - val_loss: 1343.0790 - val_mean_squared_error: 1343.0790 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 332.8464 - mean_squared_error: 332.8464 - val_loss: 1853.8711 - val_mean_squared_error: 1853.8711 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 239.2587 - mean_squared_error: 239.2587 - val_loss: 2052.8352 - val_mean_squared_error: 2052.8352 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 161.8838 - mean_squared_error: 161.8838 - val_loss: 1783.9030 - val_mean_squared_error: 1783.9030 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 146.6376 - mean_squared_error: 146.6376 - val_loss: 1611.0903 - val_mean_squared_error: 1611.0903 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 137.4415 - mean_squared_error: 137.4415 - val_loss: 1527.3488 - val_mean_squared_error: 1527.3488 Epoch 7/25 81/81 [==============================] - 1s 13ms/step - loss: 138.2521 - mean_squared_error: 138.2521 - val_loss: 1683.4962 - val_mean_squared_error: 1683.4962 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 129.4674 - mean_squared_error: 129.4674 - val_loss: 1575.0093 - val_mean_squared_error: 1575.0093 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 132.0259 - mean_squared_error: 132.0259 - val_loss: 1461.7985 - val_mean_squared_error: 1461.7985 Epoch 10/25 81/81 [==============================] - 1s 11ms/step - loss: 122.2570 - mean_squared_error: 122.2570 - val_loss: 1561.7766 - val_mean_squared_error: 1561.7766 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 127.7288 - mean_squared_error: 127.7288 - val_loss: 1286.0537 - val_mean_squared_error: 1286.0537 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 115.3384 - mean_squared_error: 115.3384 - val_loss: 1411.8529 - val_mean_squared_error: 1411.8529 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 116.8240 - mean_squared_error: 116.8240 - val_loss: 1324.7135 - val_mean_squared_error: 1324.7135 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 115.9859 - mean_squared_error: 115.9859 - val_loss: 1281.7155 - val_mean_squared_error: 1281.7155 Epoch 15/25 81/81 [==============================] - 1s 11ms/step - loss: 117.5822 - mean_squared_error: 117.5822 - val_loss: 1388.5676 - val_mean_squared_error: 1388.5676 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 111.7772 - mean_squared_error: 111.7772 - val_loss: 1480.1890 - val_mean_squared_error: 1480.1890 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 110.4612 - mean_squared_error: 110.4612 - val_loss: 992.8054 - val_mean_squared_error: 992.8054 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 107.1389 - mean_squared_error: 107.1389 - val_loss: 684.3430 - val_mean_squared_error: 684.3430 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 107.1163 - mean_squared_error: 107.1163 - val_loss: 673.2281 - val_mean_squared_error: 673.2281 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 101.0983 - mean_squared_error: 101.0983 - val_loss: 790.3483 - val_mean_squared_error: 790.3483 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 100.4821 - mean_squared_error: 100.4821 - val_loss: 897.4465 - val_mean_squared_error: 897.4465 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 98.6504 - mean_squared_error: 98.6504 - val_loss: 661.2509 - val_mean_squared_error: 661.2509 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 100.1685 - mean_squared_error: 100.1685 - val_loss: 810.5300 - val_mean_squared_error: 810.5300 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 95.9831 - mean_squared_error: 95.9831 - val_loss: 641.8596 - val_mean_squared_error: 641.8596 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 94.7192 - mean_squared_error: 94.7192 - val_loss: 599.5364 - val_mean_squared_error: 599.5364
2022-12-09 12:34:33.005414: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:34:33.717525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2499.5386 - mean_squared_error: 2499.5386
2022-12-09 12:34:39.329224: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2499.5386 - mean_squared_error: 2499.5386 - val_loss: 1169.6295 - val_mean_squared_error: 1169.6295 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 303.8621 - mean_squared_error: 303.8621 - val_loss: 1870.3127 - val_mean_squared_error: 1870.3127 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 215.2446 - mean_squared_error: 215.2446 - val_loss: 2289.6655 - val_mean_squared_error: 2289.6655 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 167.3359 - mean_squared_error: 167.3359 - val_loss: 2577.9873 - val_mean_squared_error: 2577.9873 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 154.5592 - mean_squared_error: 154.5592 - val_loss: 2442.9111 - val_mean_squared_error: 2442.9111 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 138.4374 - mean_squared_error: 138.4374 - val_loss: 2803.4597 - val_mean_squared_error: 2803.4597 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 125.3294 - mean_squared_error: 125.3294 - val_loss: 2703.0415 - val_mean_squared_error: 2703.0415 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 124.7312 - mean_squared_error: 124.7312 - val_loss: 2711.8411 - val_mean_squared_error: 2711.8411 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 126.0231 - mean_squared_error: 126.0231 - val_loss: 2777.9973 - val_mean_squared_error: 2777.9973 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 124.7788 - mean_squared_error: 124.7788 - val_loss: 2530.7051 - val_mean_squared_error: 2530.7051 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 128.4417 - mean_squared_error: 128.4417 - val_loss: 2685.3794 - val_mean_squared_error: 2685.3794 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 124.4801 - mean_squared_error: 124.4801 - val_loss: 2541.0571 - val_mean_squared_error: 2541.0571 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 126.5141 - mean_squared_error: 126.5141 - val_loss: 2484.5742 - val_mean_squared_error: 2484.5742 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 118.0828 - mean_squared_error: 118.0828 - val_loss: 2668.7288 - val_mean_squared_error: 2668.7285 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 119.4302 - mean_squared_error: 119.4302 - val_loss: 2474.3936 - val_mean_squared_error: 2474.3936 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 115.7447 - mean_squared_error: 115.7447 - val_loss: 2632.1455 - val_mean_squared_error: 2632.1455 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 115.3060 - mean_squared_error: 115.3060 - val_loss: 2531.2373 - val_mean_squared_error: 2531.2373 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 119.5978 - mean_squared_error: 119.5978 - val_loss: 2620.5374 - val_mean_squared_error: 2620.5374 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 116.3296 - mean_squared_error: 116.3296 - val_loss: 2452.7778 - val_mean_squared_error: 2452.7778 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 113.7443 - mean_squared_error: 113.7443 - val_loss: 2354.9768 - val_mean_squared_error: 2354.9768 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 108.4907 - mean_squared_error: 108.4907 - val_loss: 2367.9133 - val_mean_squared_error: 2367.9133 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 106.4400 - mean_squared_error: 106.4400 - val_loss: 2307.3657 - val_mean_squared_error: 2307.3657 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 107.3468 - mean_squared_error: 107.3468 - val_loss: 2302.8867 - val_mean_squared_error: 2302.8867 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 98.2863 - mean_squared_error: 98.2863 - val_loss: 2155.5315 - val_mean_squared_error: 2155.5315 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 101.1243 - mean_squared_error: 101.1243 - val_loss: 2164.2705 - val_mean_squared_error: 2164.2705
2022-12-09 12:34:57.875193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:34:58.589657: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2463.0703 - mean_squared_error: 2463.0703
2022-12-09 12:35:04.043850: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2463.0703 - mean_squared_error: 2463.0703 - val_loss: 1204.1508 - val_mean_squared_error: 1204.1508 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 324.0202 - mean_squared_error: 324.0202 - val_loss: 1796.2177 - val_mean_squared_error: 1796.2177 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 230.1976 - mean_squared_error: 230.1976 - val_loss: 2272.4490 - val_mean_squared_error: 2272.4490 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 163.0685 - mean_squared_error: 163.0685 - val_loss: 2536.5085 - val_mean_squared_error: 2536.5085 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 140.6015 - mean_squared_error: 140.6015 - val_loss: 2572.8481 - val_mean_squared_error: 2572.8481 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 136.0891 - mean_squared_error: 136.0891 - val_loss: 2610.4050 - val_mean_squared_error: 2610.4050 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 132.6607 - mean_squared_error: 132.6607 - val_loss: 2642.2280 - val_mean_squared_error: 2642.2280 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 129.3993 - mean_squared_error: 129.3993 - val_loss: 2458.1804 - val_mean_squared_error: 2458.1804 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 138.7623 - mean_squared_error: 138.7623 - val_loss: 2519.6150 - val_mean_squared_error: 2519.6150 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 125.8152 - mean_squared_error: 125.8152 - val_loss: 2409.4736 - val_mean_squared_error: 2409.4736 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 122.1258 - mean_squared_error: 122.1258 - val_loss: 2288.7866 - val_mean_squared_error: 2288.7866 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 121.7480 - mean_squared_error: 121.7480 - val_loss: 2232.1306 - val_mean_squared_error: 2232.1306 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 123.0562 - mean_squared_error: 123.0562 - val_loss: 2390.5681 - val_mean_squared_error: 2390.5681 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 121.9459 - mean_squared_error: 121.9459 - val_loss: 2325.6958 - val_mean_squared_error: 2325.6958 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 117.5114 - mean_squared_error: 117.5114 - val_loss: 2317.6538 - val_mean_squared_error: 2317.6538 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 115.3988 - mean_squared_error: 115.3988 - val_loss: 2183.7695 - val_mean_squared_error: 2183.7695 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 122.6313 - mean_squared_error: 122.6313 - val_loss: 2069.0354 - val_mean_squared_error: 2069.0354 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 109.1816 - mean_squared_error: 109.1816 - val_loss: 2292.2075 - val_mean_squared_error: 2292.2075 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 100.8087 - mean_squared_error: 100.8087 - val_loss: 1921.1284 - val_mean_squared_error: 1921.1284 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 105.5825 - mean_squared_error: 105.5825 - val_loss: 1996.1720 - val_mean_squared_error: 1996.1720 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 103.0580 - mean_squared_error: 103.0580 - val_loss: 2269.9639 - val_mean_squared_error: 2269.9639 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 99.5784 - mean_squared_error: 99.5784 - val_loss: 2258.3918 - val_mean_squared_error: 2258.3918 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 103.4959 - mean_squared_error: 103.4959 - val_loss: 2118.4641 - val_mean_squared_error: 2118.4641 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 89.0868 - mean_squared_error: 89.0868 - val_loss: 1777.0255 - val_mean_squared_error: 1777.0255 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 95.1927 - mean_squared_error: 95.1927 - val_loss: 2126.2195 - val_mean_squared_error: 2126.2195
2022-12-09 12:35:21.968902: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:35:22.666822: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2466.8752 - mean_squared_error: 2466.8752
2022-12-09 12:35:28.303736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2466.8752 - mean_squared_error: 2466.8752 - val_loss: 1457.8108 - val_mean_squared_error: 1457.8108 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 256.5175 - mean_squared_error: 256.5175 - val_loss: 2065.5298 - val_mean_squared_error: 2065.5298 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 156.1603 - mean_squared_error: 156.1603 - val_loss: 2419.1819 - val_mean_squared_error: 2419.1819 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 137.1398 - mean_squared_error: 137.1398 - val_loss: 2391.3811 - val_mean_squared_error: 2391.3811 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 108.1836 - mean_squared_error: 108.1836 - val_loss: 2383.3435 - val_mean_squared_error: 2383.3435 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 99.9962 - mean_squared_error: 99.9962 - val_loss: 2293.3096 - val_mean_squared_error: 2293.3096 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 101.2283 - mean_squared_error: 101.2283 - val_loss: 2298.5178 - val_mean_squared_error: 2298.5178 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 101.6543 - mean_squared_error: 101.6543 - val_loss: 2222.6738 - val_mean_squared_error: 2222.6738 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 103.8502 - mean_squared_error: 103.8502 - val_loss: 2334.7495 - val_mean_squared_error: 2334.7495 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 98.5944 - mean_squared_error: 98.5944 - val_loss: 2332.6182 - val_mean_squared_error: 2332.6182 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 93.9069 - mean_squared_error: 93.9069 - val_loss: 2244.4187 - val_mean_squared_error: 2244.4187 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 92.9398 - mean_squared_error: 92.9398 - val_loss: 2194.7129 - val_mean_squared_error: 2194.7129 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 91.9552 - mean_squared_error: 91.9552 - val_loss: 2259.3164 - val_mean_squared_error: 2259.3164 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 95.0710 - mean_squared_error: 95.0710 - val_loss: 1843.4827 - val_mean_squared_error: 1843.4827 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 99.3752 - mean_squared_error: 99.3752 - val_loss: 1920.7216 - val_mean_squared_error: 1920.7216 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 92.1029 - mean_squared_error: 92.1029 - val_loss: 1728.1613 - val_mean_squared_error: 1728.1613 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 93.2226 - mean_squared_error: 93.2226 - val_loss: 1694.1941 - val_mean_squared_error: 1694.1941 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 83.4959 - mean_squared_error: 83.4959 - val_loss: 1734.2866 - val_mean_squared_error: 1734.2866 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 87.7588 - mean_squared_error: 87.7588 - val_loss: 1666.4812 - val_mean_squared_error: 1666.4812 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 85.9828 - mean_squared_error: 85.9828 - val_loss: 1604.8546 - val_mean_squared_error: 1604.8546 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 84.5338 - mean_squared_error: 84.5338 - val_loss: 1475.4337 - val_mean_squared_error: 1475.4337 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 83.7624 - mean_squared_error: 83.7624 - val_loss: 1378.5396 - val_mean_squared_error: 1378.5396 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 81.1134 - mean_squared_error: 81.1134 - val_loss: 1659.0142 - val_mean_squared_error: 1659.0142 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 77.9937 - mean_squared_error: 77.9937 - val_loss: 1482.7139 - val_mean_squared_error: 1482.7139 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 75.8185 - mean_squared_error: 75.8185 - val_loss: 1434.8490 - val_mean_squared_error: 1434.8490
2022-12-09 12:35:46.516297: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:35:47.189745: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2467.7454 - mean_squared_error: 2467.7454
2022-12-09 12:35:52.420365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2467.7454 - mean_squared_error: 2467.7454 - val_loss: 978.4807 - val_mean_squared_error: 978.4807 Epoch 2/25 81/81 [==============================] - 1s 16ms/step - loss: 199.8526 - mean_squared_error: 199.8526 - val_loss: 1217.2562 - val_mean_squared_error: 1217.2562 Epoch 3/25 81/81 [==============================] - 1s 14ms/step - loss: 94.0996 - mean_squared_error: 94.0996 - val_loss: 1334.5286 - val_mean_squared_error: 1334.5286 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 77.2928 - mean_squared_error: 77.2928 - val_loss: 1823.1013 - val_mean_squared_error: 1823.1013 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 62.8634 - mean_squared_error: 62.8634 - val_loss: 1919.7307 - val_mean_squared_error: 1919.7307 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 56.2499 - mean_squared_error: 56.2499 - val_loss: 1981.7089 - val_mean_squared_error: 1981.7089 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 48.4026 - mean_squared_error: 48.4026 - val_loss: 2104.2012 - val_mean_squared_error: 2104.2012 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 44.5179 - mean_squared_error: 44.5179 - val_loss: 2053.8970 - val_mean_squared_error: 2053.8970 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 42.4484 - mean_squared_error: 42.4484 - val_loss: 2290.4893 - val_mean_squared_error: 2290.4893 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 36.9653 - mean_squared_error: 36.9653 - val_loss: 2047.9027 - val_mean_squared_error: 2047.9027 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 44.5506 - mean_squared_error: 44.5506 - val_loss: 1994.4121 - val_mean_squared_error: 1994.4121 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 34.0323 - mean_squared_error: 34.0323 - val_loss: 2010.1375 - val_mean_squared_error: 2010.1375 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 41.0066 - mean_squared_error: 41.0066 - val_loss: 2263.8447 - val_mean_squared_error: 2263.8447 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 47.6044 - mean_squared_error: 47.6044 - val_loss: 1903.1399 - val_mean_squared_error: 1903.1399 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 40.6592 - mean_squared_error: 40.6592 - val_loss: 2253.1260 - val_mean_squared_error: 2253.1260 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 46.2733 - mean_squared_error: 46.2733 - val_loss: 1930.0017 - val_mean_squared_error: 1930.0017 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8422 - mean_squared_error: 41.8422 - val_loss: 2103.8718 - val_mean_squared_error: 2103.8718 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 37.8949 - mean_squared_error: 37.8949 - val_loss: 1844.4159 - val_mean_squared_error: 1844.4159 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.2966 - mean_squared_error: 39.2966 - val_loss: 2070.3264 - val_mean_squared_error: 2070.3264 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7869 - mean_squared_error: 38.7869 - val_loss: 1635.3536 - val_mean_squared_error: 1635.3536 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2485 - mean_squared_error: 35.2485 - val_loss: 1805.2749 - val_mean_squared_error: 1805.2749 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5342 - mean_squared_error: 38.5342 - val_loss: 1836.7260 - val_mean_squared_error: 1836.7260 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 43.7463 - mean_squared_error: 43.7463 - val_loss: 1934.6433 - val_mean_squared_error: 1934.6433 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 35.9273 - mean_squared_error: 35.9273 - val_loss: 1644.9886 - val_mean_squared_error: 1644.9886 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.0030 - mean_squared_error: 35.0030 - val_loss: 1728.2761 - val_mean_squared_error: 1728.2761
2022-12-09 12:36:10.749582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0016424578294032947 Generation: 42 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:36:11.504208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.2632 - mean_squared_error: 2439.2632
2022-12-09 12:36:16.777231: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2439.2632 - mean_squared_error: 2439.2632 - val_loss: 1259.7944 - val_mean_squared_error: 1259.7944 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 333.5313 - mean_squared_error: 333.5313 - val_loss: 2190.7905 - val_mean_squared_error: 2190.7905 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 245.7095 - mean_squared_error: 245.7095 - val_loss: 2505.6851 - val_mean_squared_error: 2505.6851 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 163.3346 - mean_squared_error: 163.3346 - val_loss: 2631.3608 - val_mean_squared_error: 2631.3608 Epoch 5/25 81/81 [==============================] - 1s 15ms/step - loss: 147.1556 - mean_squared_error: 147.1556 - val_loss: 2548.5249 - val_mean_squared_error: 2548.5249 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 135.1220 - mean_squared_error: 135.1220 - val_loss: 2414.2285 - val_mean_squared_error: 2414.2285 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 139.8418 - mean_squared_error: 139.8418 - val_loss: 2482.1023 - val_mean_squared_error: 2482.1023 Epoch 8/25 81/81 [==============================] - 1s 12ms/step - loss: 129.9004 - mean_squared_error: 129.9004 - val_loss: 2391.5022 - val_mean_squared_error: 2391.5022 Epoch 9/25 81/81 [==============================] - 1s 12ms/step - loss: 134.2287 - mean_squared_error: 134.2287 - val_loss: 2632.0044 - val_mean_squared_error: 2632.0044 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 135.9695 - mean_squared_error: 135.9695 - val_loss: 2564.9617 - val_mean_squared_error: 2564.9617 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 122.7970 - mean_squared_error: 122.7970 - val_loss: 2462.4802 - val_mean_squared_error: 2462.4802 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 123.1292 - mean_squared_error: 123.1292 - val_loss: 2364.7817 - val_mean_squared_error: 2364.7817 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 118.6311 - mean_squared_error: 118.6311 - val_loss: 2434.1733 - val_mean_squared_error: 2434.1733 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 115.6741 - mean_squared_error: 115.6741 - val_loss: 2457.4167 - val_mean_squared_error: 2457.4167 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 119.7254 - mean_squared_error: 119.7254 - val_loss: 2343.0371 - val_mean_squared_error: 2343.0371 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 114.9329 - mean_squared_error: 114.9329 - val_loss: 2346.8325 - val_mean_squared_error: 2346.8325 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 105.9447 - mean_squared_error: 105.9447 - val_loss: 2272.7749 - val_mean_squared_error: 2272.7749 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 111.5920 - mean_squared_error: 111.5920 - val_loss: 2427.3198 - val_mean_squared_error: 2427.3198 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 98.3178 - mean_squared_error: 98.3178 - val_loss: 2090.3960 - val_mean_squared_error: 2090.3960 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 96.7020 - mean_squared_error: 96.7020 - val_loss: 2187.4321 - val_mean_squared_error: 2187.4321 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 99.7947 - mean_squared_error: 99.7947 - val_loss: 1968.6847 - val_mean_squared_error: 1968.6847 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 93.7992 - mean_squared_error: 93.7992 - val_loss: 2036.1173 - val_mean_squared_error: 2036.1173 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 97.9613 - mean_squared_error: 97.9613 - val_loss: 2159.7590 - val_mean_squared_error: 2159.7590 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 94.8732 - mean_squared_error: 94.8732 - val_loss: 1734.0107 - val_mean_squared_error: 1734.0107 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 92.4823 - mean_squared_error: 92.4823 - val_loss: 1972.1602 - val_mean_squared_error: 1972.1602
2022-12-09 12:36:35.556899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:36:36.238211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2407.5095 - mean_squared_error: 2407.5095
2022-12-09 12:36:41.505535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2407.5095 - mean_squared_error: 2407.5095 - val_loss: 1126.9529 - val_mean_squared_error: 1126.9528 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 269.0929 - mean_squared_error: 269.0929 - val_loss: 1966.1534 - val_mean_squared_error: 1966.1534 Epoch 3/25 81/81 [==============================] - 1s 18ms/step - loss: 166.8785 - mean_squared_error: 166.8785 - val_loss: 2545.6660 - val_mean_squared_error: 2545.6660 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 125.9364 - mean_squared_error: 125.9364 - val_loss: 2811.4163 - val_mean_squared_error: 2811.4163 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 115.3758 - mean_squared_error: 115.3758 - val_loss: 2925.5444 - val_mean_squared_error: 2925.5444 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 106.6242 - mean_squared_error: 106.6242 - val_loss: 2824.6714 - val_mean_squared_error: 2824.6714 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 113.2617 - mean_squared_error: 113.2617 - val_loss: 2898.3230 - val_mean_squared_error: 2898.3230 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 107.9355 - mean_squared_error: 107.9355 - val_loss: 2874.2021 - val_mean_squared_error: 2874.2021 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 100.4363 - mean_squared_error: 100.4363 - val_loss: 2814.8628 - val_mean_squared_error: 2814.8628 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 102.1649 - mean_squared_error: 102.1649 - val_loss: 2888.2522 - val_mean_squared_error: 2888.2522 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 97.2071 - mean_squared_error: 97.2071 - val_loss: 2739.5771 - val_mean_squared_error: 2739.5771 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 93.5237 - mean_squared_error: 93.5237 - val_loss: 2693.4873 - val_mean_squared_error: 2693.4873 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 97.6979 - mean_squared_error: 97.6979 - val_loss: 2673.1619 - val_mean_squared_error: 2673.1619 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 91.8572 - mean_squared_error: 91.8572 - val_loss: 2648.3330 - val_mean_squared_error: 2648.3330 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 93.8021 - mean_squared_error: 93.8021 - val_loss: 2627.3164 - val_mean_squared_error: 2627.3164 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 87.8800 - mean_squared_error: 87.8800 - val_loss: 2539.8081 - val_mean_squared_error: 2539.8081 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 81.9009 - mean_squared_error: 81.9009 - val_loss: 2569.4385 - val_mean_squared_error: 2569.4385 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 93.0459 - mean_squared_error: 93.0459 - val_loss: 2515.9146 - val_mean_squared_error: 2515.9146 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 84.6939 - mean_squared_error: 84.6939 - val_loss: 2694.7427 - val_mean_squared_error: 2694.7427 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 86.7201 - mean_squared_error: 86.7201 - val_loss: 2493.2068 - val_mean_squared_error: 2493.2065 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 90.1600 - mean_squared_error: 90.1600 - val_loss: 2448.9570 - val_mean_squared_error: 2448.9570 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 86.7908 - mean_squared_error: 86.7908 - val_loss: 2282.6392 - val_mean_squared_error: 2282.6392 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 81.5817 - mean_squared_error: 81.5817 - val_loss: 2296.5586 - val_mean_squared_error: 2296.5586 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 90.1850 - mean_squared_error: 90.1850 - val_loss: 2319.9011 - val_mean_squared_error: 2319.9011 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 81.4794 - mean_squared_error: 81.4794 - val_loss: 2378.5015 - val_mean_squared_error: 2378.5012
2022-12-09 12:36:59.888476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:37:00.586721: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2440.7793 - mean_squared_error: 2440.7793
2022-12-09 12:37:06.277103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2440.7793 - mean_squared_error: 2440.7793 - val_loss: 1049.7783 - val_mean_squared_error: 1049.7783 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 226.8690 - mean_squared_error: 226.8690 - val_loss: 1648.7847 - val_mean_squared_error: 1648.7847 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 102.7559 - mean_squared_error: 102.7559 - val_loss: 1669.3933 - val_mean_squared_error: 1669.3933 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 67.1782 - mean_squared_error: 67.1782 - val_loss: 2144.4680 - val_mean_squared_error: 2144.4680 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 61.5971 - mean_squared_error: 61.5971 - val_loss: 2352.2712 - val_mean_squared_error: 2352.2712 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 55.9316 - mean_squared_error: 55.9316 - val_loss: 2303.2390 - val_mean_squared_error: 2303.2390 Epoch 7/25 81/81 [==============================] - 1s 16ms/step - loss: 54.0434 - mean_squared_error: 54.0434 - val_loss: 2356.3889 - val_mean_squared_error: 2356.3889 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 46.4755 - mean_squared_error: 46.4755 - val_loss: 2378.4185 - val_mean_squared_error: 2378.4185 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 39.1226 - mean_squared_error: 39.1226 - val_loss: 2436.6729 - val_mean_squared_error: 2436.6729 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 43.1606 - mean_squared_error: 43.1606 - val_loss: 2429.4080 - val_mean_squared_error: 2429.4080 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 42.3004 - mean_squared_error: 42.3004 - val_loss: 2530.4592 - val_mean_squared_error: 2530.4592 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 39.9653 - mean_squared_error: 39.9653 - val_loss: 2467.2080 - val_mean_squared_error: 2467.2080 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 45.0559 - mean_squared_error: 45.0559 - val_loss: 2290.8369 - val_mean_squared_error: 2290.8369 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0926 - mean_squared_error: 38.0926 - val_loss: 2276.6499 - val_mean_squared_error: 2276.6499 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1133 - mean_squared_error: 44.1133 - val_loss: 2241.3091 - val_mean_squared_error: 2241.3091 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 38.7932 - mean_squared_error: 38.7932 - val_loss: 2261.3584 - val_mean_squared_error: 2261.3584 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3963 - mean_squared_error: 37.3963 - val_loss: 2338.0720 - val_mean_squared_error: 2338.0720 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 34.2571 - mean_squared_error: 34.2571 - val_loss: 2332.6152 - val_mean_squared_error: 2332.6152 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 39.6175 - mean_squared_error: 39.6175 - val_loss: 2208.2822 - val_mean_squared_error: 2208.2822 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 32.9820 - mean_squared_error: 32.9820 - val_loss: 2258.2617 - val_mean_squared_error: 2258.2617 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 37.9238 - mean_squared_error: 37.9238 - val_loss: 2197.0754 - val_mean_squared_error: 2197.0754 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3227 - mean_squared_error: 37.3227 - val_loss: 2082.6997 - val_mean_squared_error: 2082.6997 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 38.9073 - mean_squared_error: 38.9073 - val_loss: 2156.8645 - val_mean_squared_error: 2156.8645 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 29.1758 - mean_squared_error: 29.1758 - val_loss: 2237.5664 - val_mean_squared_error: 2237.5664 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.9371 - mean_squared_error: 38.9371 - val_loss: 2231.4072 - val_mean_squared_error: 2231.4072
2022-12-09 12:37:24.855986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:37:25.621600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2541.7903 - mean_squared_error: 2541.7903
2022-12-09 12:37:31.340196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2541.7903 - mean_squared_error: 2541.7903 - val_loss: 1496.1984 - val_mean_squared_error: 1496.1984 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 322.9960 - mean_squared_error: 322.9960 - val_loss: 2170.2002 - val_mean_squared_error: 2170.2002 Epoch 3/25 81/81 [==============================] - 1s 17ms/step - loss: 229.2139 - mean_squared_error: 229.2139 - val_loss: 2579.2361 - val_mean_squared_error: 2579.2361 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 163.0688 - mean_squared_error: 163.0688 - val_loss: 2671.5674 - val_mean_squared_error: 2671.5674 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 148.1869 - mean_squared_error: 148.1869 - val_loss: 2704.2642 - val_mean_squared_error: 2704.2642 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 134.8445 - mean_squared_error: 134.8445 - val_loss: 2378.9253 - val_mean_squared_error: 2378.9253 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 135.9042 - mean_squared_error: 135.9042 - val_loss: 2455.1548 - val_mean_squared_error: 2455.1548 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 129.8218 - mean_squared_error: 129.8218 - val_loss: 2567.3301 - val_mean_squared_error: 2567.3301 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 130.8435 - mean_squared_error: 130.8435 - val_loss: 2438.8770 - val_mean_squared_error: 2438.8767 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 126.7373 - mean_squared_error: 126.7373 - val_loss: 2538.6658 - val_mean_squared_error: 2538.6658 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 120.3222 - mean_squared_error: 120.3222 - val_loss: 2369.2256 - val_mean_squared_error: 2369.2256 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 122.3023 - mean_squared_error: 122.3023 - val_loss: 2205.7419 - val_mean_squared_error: 2205.7419 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 121.3438 - mean_squared_error: 121.3438 - val_loss: 2044.6525 - val_mean_squared_error: 2044.6525 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 117.4117 - mean_squared_error: 117.4117 - val_loss: 2056.8223 - val_mean_squared_error: 2056.8223 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 108.4479 - mean_squared_error: 108.4479 - val_loss: 1994.8435 - val_mean_squared_error: 1994.8435 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 106.1797 - mean_squared_error: 106.1797 - val_loss: 1846.1298 - val_mean_squared_error: 1846.1298 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 107.4937 - mean_squared_error: 107.4937 - val_loss: 1614.8448 - val_mean_squared_error: 1614.8448 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 112.6647 - mean_squared_error: 112.6647 - val_loss: 1625.2133 - val_mean_squared_error: 1625.2133 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 107.4931 - mean_squared_error: 107.4931 - val_loss: 1588.3265 - val_mean_squared_error: 1588.3265 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 107.4295 - mean_squared_error: 107.4295 - val_loss: 1585.6888 - val_mean_squared_error: 1585.6888 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 96.9973 - mean_squared_error: 96.9973 - val_loss: 1382.2719 - val_mean_squared_error: 1382.2719 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 93.3590 - mean_squared_error: 93.3590 - val_loss: 1250.4685 - val_mean_squared_error: 1250.4685 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 93.1252 - mean_squared_error: 93.1252 - val_loss: 1296.1267 - val_mean_squared_error: 1296.1267 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 86.5806 - mean_squared_error: 86.5806 - val_loss: 1327.2506 - val_mean_squared_error: 1327.2506 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 87.9152 - mean_squared_error: 87.9152 - val_loss: 1152.9993 - val_mean_squared_error: 1152.9993
2022-12-09 12:37:50.145664: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:37:50.874548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2407.8506 - mean_squared_error: 2407.8506
2022-12-09 12:37:56.210543: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2407.8506 - mean_squared_error: 2407.8506 - val_loss: 982.2110 - val_mean_squared_error: 982.2110 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 211.9847 - mean_squared_error: 211.9847 - val_loss: 1397.2159 - val_mean_squared_error: 1397.2159 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 91.1516 - mean_squared_error: 91.1516 - val_loss: 2197.7688 - val_mean_squared_error: 2197.7688 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 67.6695 - mean_squared_error: 67.6695 - val_loss: 2736.8789 - val_mean_squared_error: 2736.8789 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 64.8274 - mean_squared_error: 64.8274 - val_loss: 2920.6069 - val_mean_squared_error: 2920.6069 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 61.5508 - mean_squared_error: 61.5508 - val_loss: 2985.9070 - val_mean_squared_error: 2985.9070 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 58.4335 - mean_squared_error: 58.4335 - val_loss: 3017.9128 - val_mean_squared_error: 3017.9128 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 59.0715 - mean_squared_error: 59.0715 - val_loss: 3033.9998 - val_mean_squared_error: 3033.9998 Epoch 9/25 81/81 [==============================] - 1s 13ms/step - loss: 51.4878 - mean_squared_error: 51.4878 - val_loss: 3025.0244 - val_mean_squared_error: 3025.0244 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 55.1409 - mean_squared_error: 55.1409 - val_loss: 3019.8794 - val_mean_squared_error: 3019.8794 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 48.9095 - mean_squared_error: 48.9095 - val_loss: 3021.6235 - val_mean_squared_error: 3021.6235 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 49.9357 - mean_squared_error: 49.9357 - val_loss: 3036.1528 - val_mean_squared_error: 3036.1528 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 44.1430 - mean_squared_error: 44.1430 - val_loss: 3025.6841 - val_mean_squared_error: 3025.6841 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1392 - mean_squared_error: 45.1392 - val_loss: 3033.2583 - val_mean_squared_error: 3033.2583 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 51.1674 - mean_squared_error: 51.1674 - val_loss: 3028.5347 - val_mean_squared_error: 3028.5347 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 49.2346 - mean_squared_error: 49.2346 - val_loss: 2992.0527 - val_mean_squared_error: 2992.0527 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 42.0185 - mean_squared_error: 42.0185 - val_loss: 3017.9839 - val_mean_squared_error: 3017.9839 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 48.8415 - mean_squared_error: 48.8415 - val_loss: 2981.1382 - val_mean_squared_error: 2981.1382 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 49.4164 - mean_squared_error: 49.4164 - val_loss: 3003.3220 - val_mean_squared_error: 3003.3220 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3526 - mean_squared_error: 44.3526 - val_loss: 2970.0107 - val_mean_squared_error: 2970.0107 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 48.9115 - mean_squared_error: 48.9115 - val_loss: 2981.4912 - val_mean_squared_error: 2981.4912 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.8221 - mean_squared_error: 41.8221 - val_loss: 2966.2761 - val_mean_squared_error: 2966.2761 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 44.6939 - mean_squared_error: 44.6939 - val_loss: 2936.5896 - val_mean_squared_error: 2936.5896 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 48.4013 - mean_squared_error: 48.4013 - val_loss: 2907.7722 - val_mean_squared_error: 2907.7722 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 47.7890 - mean_squared_error: 47.7890 - val_loss: 2940.9116 - val_mean_squared_error: 2940.9116
2022-12-09 12:38:15.221942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0008659106785501702 Generation: 43 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:38:15.983645: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2440.6765 - mean_squared_error: 2440.6765
2022-12-09 12:38:21.330821: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2440.6765 - mean_squared_error: 2440.6765 - val_loss: 1117.7321 - val_mean_squared_error: 1117.7321 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 326.1896 - mean_squared_error: 326.1896 - val_loss: 2024.4414 - val_mean_squared_error: 2024.4414 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 232.2890 - mean_squared_error: 232.2890 - val_loss: 2304.0127 - val_mean_squared_error: 2304.0127 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 156.4160 - mean_squared_error: 156.4160 - val_loss: 2305.3875 - val_mean_squared_error: 2305.3875 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 143.4086 - mean_squared_error: 143.4086 - val_loss: 2130.0537 - val_mean_squared_error: 2130.0537 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 138.4706 - mean_squared_error: 138.4706 - val_loss: 2193.9712 - val_mean_squared_error: 2193.9712 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 132.0170 - mean_squared_error: 132.0170 - val_loss: 2165.0237 - val_mean_squared_error: 2165.0237 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 132.9841 - mean_squared_error: 132.9841 - val_loss: 2149.5217 - val_mean_squared_error: 2149.5217 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 129.1275 - mean_squared_error: 129.1275 - val_loss: 2093.4299 - val_mean_squared_error: 2093.4299 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 126.0782 - mean_squared_error: 126.0782 - val_loss: 2162.2771 - val_mean_squared_error: 2162.2771 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 123.2813 - mean_squared_error: 123.2813 - val_loss: 2031.9630 - val_mean_squared_error: 2031.9630 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 130.6002 - mean_squared_error: 130.6002 - val_loss: 1972.1656 - val_mean_squared_error: 1972.1656 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 114.3619 - mean_squared_error: 114.3619 - val_loss: 2212.3083 - val_mean_squared_error: 2212.3083 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 114.4869 - mean_squared_error: 114.4869 - val_loss: 1777.6180 - val_mean_squared_error: 1777.6180 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 118.2470 - mean_squared_error: 118.2470 - val_loss: 1880.8673 - val_mean_squared_error: 1880.8673 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 113.1124 - mean_squared_error: 113.1124 - val_loss: 1749.1415 - val_mean_squared_error: 1749.1415 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 111.1805 - mean_squared_error: 111.1805 - val_loss: 1608.4202 - val_mean_squared_error: 1608.4202 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 101.8335 - mean_squared_error: 101.8335 - val_loss: 1515.3734 - val_mean_squared_error: 1515.3734 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 101.6354 - mean_squared_error: 101.6354 - val_loss: 1357.5868 - val_mean_squared_error: 1357.5868 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 105.1793 - mean_squared_error: 105.1793 - val_loss: 1639.9733 - val_mean_squared_error: 1639.9733 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 104.5804 - mean_squared_error: 104.5804 - val_loss: 1447.8927 - val_mean_squared_error: 1447.8927 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 91.7964 - mean_squared_error: 91.7964 - val_loss: 1287.8607 - val_mean_squared_error: 1287.8607 Epoch 23/25 81/81 [==============================] - 1s 14ms/step - loss: 98.9129 - mean_squared_error: 98.9129 - val_loss: 1309.4442 - val_mean_squared_error: 1309.4442 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 93.1746 - mean_squared_error: 93.1746 - val_loss: 1210.1884 - val_mean_squared_error: 1210.1884 Epoch 25/25 81/81 [==============================] - 1s 11ms/step - loss: 92.8440 - mean_squared_error: 92.8440 - val_loss: 945.9497 - val_mean_squared_error: 945.9497
2022-12-09 12:38:40.534106: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:38:41.236391: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2469.4292 - mean_squared_error: 2469.4292
2022-12-09 12:38:46.625565: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2469.4292 - mean_squared_error: 2469.4292 - val_loss: 1286.0837 - val_mean_squared_error: 1286.0837 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 331.2300 - mean_squared_error: 331.2300 - val_loss: 1946.1431 - val_mean_squared_error: 1946.1431 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 229.4801 - mean_squared_error: 229.4801 - val_loss: 2453.9897 - val_mean_squared_error: 2453.9897 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 159.4663 - mean_squared_error: 159.4663 - val_loss: 2560.1262 - val_mean_squared_error: 2560.1262 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 154.5651 - mean_squared_error: 154.5651 - val_loss: 2292.6550 - val_mean_squared_error: 2292.6550 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 149.8918 - mean_squared_error: 149.8918 - val_loss: 2450.3591 - val_mean_squared_error: 2450.3591 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 139.9398 - mean_squared_error: 139.9398 - val_loss: 2335.6548 - val_mean_squared_error: 2335.6548 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 132.0881 - mean_squared_error: 132.0881 - val_loss: 2148.8186 - val_mean_squared_error: 2148.8186 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 136.1608 - mean_squared_error: 136.1608 - val_loss: 2101.4646 - val_mean_squared_error: 2101.4646 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 127.1493 - mean_squared_error: 127.1493 - val_loss: 2390.4512 - val_mean_squared_error: 2390.4512 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 127.4580 - mean_squared_error: 127.4580 - val_loss: 1954.5337 - val_mean_squared_error: 1954.5337 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 119.2263 - mean_squared_error: 119.2263 - val_loss: 1905.9834 - val_mean_squared_error: 1905.9834 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 113.3517 - mean_squared_error: 113.3517 - val_loss: 1813.3009 - val_mean_squared_error: 1813.3009 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 115.9204 - mean_squared_error: 115.9204 - val_loss: 1555.2906 - val_mean_squared_error: 1555.2906 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 118.5507 - mean_squared_error: 118.5507 - val_loss: 1536.5999 - val_mean_squared_error: 1536.5999 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 110.0364 - mean_squared_error: 110.0364 - val_loss: 1214.5377 - val_mean_squared_error: 1214.5377 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 110.7981 - mean_squared_error: 110.7981 - val_loss: 1078.4331 - val_mean_squared_error: 1078.4331 Epoch 18/25 81/81 [==============================] - 1s 15ms/step - loss: 111.0076 - mean_squared_error: 111.0076 - val_loss: 1095.7139 - val_mean_squared_error: 1095.7139 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 99.2784 - mean_squared_error: 99.2784 - val_loss: 934.1831 - val_mean_squared_error: 934.1831 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 98.9822 - mean_squared_error: 98.9822 - val_loss: 908.9447 - val_mean_squared_error: 908.9447 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 96.2483 - mean_squared_error: 96.2483 - val_loss: 1013.2712 - val_mean_squared_error: 1013.2712 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 98.4495 - mean_squared_error: 98.4495 - val_loss: 922.7879 - val_mean_squared_error: 922.7879 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 91.8296 - mean_squared_error: 91.8296 - val_loss: 784.6539 - val_mean_squared_error: 784.6539 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 94.2614 - mean_squared_error: 94.2614 - val_loss: 842.9082 - val_mean_squared_error: 842.9082 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 89.7401 - mean_squared_error: 89.7401 - val_loss: 655.5029 - val_mean_squared_error: 655.5029
2022-12-09 12:39:05.800796: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:39:06.500470: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2400.3086 - mean_squared_error: 2400.3086
2022-12-09 12:39:11.904362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2400.3086 - mean_squared_error: 2400.3086 - val_loss: 944.5600 - val_mean_squared_error: 944.5600 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 200.5774 - mean_squared_error: 200.5774 - val_loss: 1369.9115 - val_mean_squared_error: 1369.9115 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 101.9970 - mean_squared_error: 101.9970 - val_loss: 1591.7416 - val_mean_squared_error: 1591.7416 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 70.7957 - mean_squared_error: 70.7957 - val_loss: 2212.4443 - val_mean_squared_error: 2212.4443 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 59.3110 - mean_squared_error: 59.3110 - val_loss: 2331.0398 - val_mean_squared_error: 2331.0398 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 52.3397 - mean_squared_error: 52.3397 - val_loss: 2627.7751 - val_mean_squared_error: 2627.7751 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 57.7127 - mean_squared_error: 57.7127 - val_loss: 2564.0259 - val_mean_squared_error: 2564.0259 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 51.5376 - mean_squared_error: 51.5376 - val_loss: 2520.6775 - val_mean_squared_error: 2520.6775 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 44.7310 - mean_squared_error: 44.7310 - val_loss: 2520.8481 - val_mean_squared_error: 2520.8481 Epoch 10/25 81/81 [==============================] - 1s 16ms/step - loss: 42.9510 - mean_squared_error: 42.9510 - val_loss: 2592.2883 - val_mean_squared_error: 2592.2883 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 36.5015 - mean_squared_error: 36.5015 - val_loss: 2526.5632 - val_mean_squared_error: 2526.5632 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 41.2050 - mean_squared_error: 41.2050 - val_loss: 2513.1111 - val_mean_squared_error: 2513.1111 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 48.8943 - mean_squared_error: 48.8943 - val_loss: 2525.0566 - val_mean_squared_error: 2525.0566 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4207 - mean_squared_error: 41.4207 - val_loss: 2423.5049 - val_mean_squared_error: 2423.5049 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 43.3651 - mean_squared_error: 43.3651 - val_loss: 2458.4194 - val_mean_squared_error: 2458.4194 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6590 - mean_squared_error: 37.6590 - val_loss: 2500.0242 - val_mean_squared_error: 2500.0242 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 39.1124 - mean_squared_error: 39.1124 - val_loss: 2320.7964 - val_mean_squared_error: 2320.7964 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0865 - mean_squared_error: 42.0865 - val_loss: 2435.8130 - val_mean_squared_error: 2435.8130 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 40.3380 - mean_squared_error: 40.3380 - val_loss: 2315.0166 - val_mean_squared_error: 2315.0166 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 34.0619 - mean_squared_error: 34.0619 - val_loss: 2326.5554 - val_mean_squared_error: 2326.5554 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1088 - mean_squared_error: 38.1088 - val_loss: 2366.5981 - val_mean_squared_error: 2366.5981 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6205 - mean_squared_error: 39.6205 - val_loss: 2271.6562 - val_mean_squared_error: 2271.6562 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2313 - mean_squared_error: 35.2313 - val_loss: 2343.3748 - val_mean_squared_error: 2343.3745 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 39.8621 - mean_squared_error: 39.8621 - val_loss: 2220.9941 - val_mean_squared_error: 2220.9941 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 39.5790 - mean_squared_error: 39.5790 - val_loss: 2284.1189 - val_mean_squared_error: 2284.1189
2022-12-09 12:39:30.395190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:39:31.171229: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2427.2053 - mean_squared_error: 2427.2053
2022-12-09 12:39:36.585025: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 57ms/step - loss: 2427.2053 - mean_squared_error: 2427.2053 - val_loss: 1387.3921 - val_mean_squared_error: 1387.3921 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 254.4848 - mean_squared_error: 254.4848 - val_loss: 2083.2349 - val_mean_squared_error: 2083.2349 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 159.3430 - mean_squared_error: 159.3430 - val_loss: 2596.5659 - val_mean_squared_error: 2596.5659 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 119.6101 - mean_squared_error: 119.6101 - val_loss: 2539.5361 - val_mean_squared_error: 2539.5361 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 115.7102 - mean_squared_error: 115.7102 - val_loss: 2786.5784 - val_mean_squared_error: 2786.5784 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 109.8526 - mean_squared_error: 109.8526 - val_loss: 2839.7732 - val_mean_squared_error: 2839.7732 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 102.6193 - mean_squared_error: 102.6193 - val_loss: 2793.0266 - val_mean_squared_error: 2793.0266 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 100.4817 - mean_squared_error: 100.4817 - val_loss: 2804.6863 - val_mean_squared_error: 2804.6863 Epoch 9/25 81/81 [==============================] - 1s 14ms/step - loss: 99.3751 - mean_squared_error: 99.3751 - val_loss: 2851.1733 - val_mean_squared_error: 2851.1733 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 89.4709 - mean_squared_error: 89.4709 - val_loss: 2826.0344 - val_mean_squared_error: 2826.0344 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 95.3059 - mean_squared_error: 95.3059 - val_loss: 2734.7600 - val_mean_squared_error: 2734.7600 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 100.0090 - mean_squared_error: 100.0090 - val_loss: 2758.6626 - val_mean_squared_error: 2758.6626 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 96.0644 - mean_squared_error: 96.0644 - val_loss: 2730.0017 - val_mean_squared_error: 2730.0017 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 87.5165 - mean_squared_error: 87.5165 - val_loss: 2628.1719 - val_mean_squared_error: 2628.1719 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 88.2773 - mean_squared_error: 88.2773 - val_loss: 2656.2466 - val_mean_squared_error: 2656.2466 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 89.1426 - mean_squared_error: 89.1426 - val_loss: 2683.2341 - val_mean_squared_error: 2683.2341 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 86.8882 - mean_squared_error: 86.8882 - val_loss: 2603.5994 - val_mean_squared_error: 2603.5994 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 89.6137 - mean_squared_error: 89.6137 - val_loss: 2533.5696 - val_mean_squared_error: 2533.5696 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 91.6871 - mean_squared_error: 91.6871 - val_loss: 2494.8545 - val_mean_squared_error: 2494.8545 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 74.6710 - mean_squared_error: 74.6710 - val_loss: 2414.6824 - val_mean_squared_error: 2414.6824 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 78.4535 - mean_squared_error: 78.4535 - val_loss: 2379.9041 - val_mean_squared_error: 2379.9041 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 80.4769 - mean_squared_error: 80.4769 - val_loss: 2372.8279 - val_mean_squared_error: 2372.8279 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 81.4795 - mean_squared_error: 81.4795 - val_loss: 2415.2361 - val_mean_squared_error: 2415.2361 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 83.8226 - mean_squared_error: 83.8226 - val_loss: 2343.3687 - val_mean_squared_error: 2343.3687 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 72.7179 - mean_squared_error: 72.7179 - val_loss: 2233.0347 - val_mean_squared_error: 2233.0347
2022-12-09 12:39:55.188131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:39:55.903920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2426.4187 - mean_squared_error: 2426.4187
2022-12-09 12:40:01.725197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2426.4187 - mean_squared_error: 2426.4187 - val_loss: 804.5154 - val_mean_squared_error: 804.5154 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 198.9135 - mean_squared_error: 198.9135 - val_loss: 1034.4180 - val_mean_squared_error: 1034.4180 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 95.0761 - mean_squared_error: 95.0761 - val_loss: 1402.7712 - val_mean_squared_error: 1402.7712 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 67.9207 - mean_squared_error: 67.9207 - val_loss: 1847.8477 - val_mean_squared_error: 1847.8477 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 58.0324 - mean_squared_error: 58.0324 - val_loss: 1981.2036 - val_mean_squared_error: 1981.2036 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 54.1338 - mean_squared_error: 54.1338 - val_loss: 1942.4154 - val_mean_squared_error: 1942.4154 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 45.1786 - mean_squared_error: 45.1786 - val_loss: 1990.6798 - val_mean_squared_error: 1990.6798 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 43.2304 - mean_squared_error: 43.2304 - val_loss: 2032.2729 - val_mean_squared_error: 2032.2729 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 41.0933 - mean_squared_error: 41.0933 - val_loss: 2056.6738 - val_mean_squared_error: 2056.6738 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 43.7113 - mean_squared_error: 43.7113 - val_loss: 2061.3711 - val_mean_squared_error: 2061.3711 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 38.3890 - mean_squared_error: 38.3890 - val_loss: 2143.2751 - val_mean_squared_error: 2143.2751 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.2910 - mean_squared_error: 40.2910 - val_loss: 2027.1547 - val_mean_squared_error: 2027.1547 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 37.1076 - mean_squared_error: 37.1076 - val_loss: 1987.5573 - val_mean_squared_error: 1987.5573 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 37.6289 - mean_squared_error: 37.6289 - val_loss: 1961.6353 - val_mean_squared_error: 1961.6353 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4359 - mean_squared_error: 41.4359 - val_loss: 1942.8181 - val_mean_squared_error: 1942.8181 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 37.6959 - mean_squared_error: 37.6959 - val_loss: 2203.6772 - val_mean_squared_error: 2203.6772 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 38.2030 - mean_squared_error: 38.2030 - val_loss: 1877.7362 - val_mean_squared_error: 1877.7362 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 46.2376 - mean_squared_error: 46.2376 - val_loss: 1852.2056 - val_mean_squared_error: 1852.2056 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6756 - mean_squared_error: 39.6756 - val_loss: 1778.8905 - val_mean_squared_error: 1778.8905 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 37.3132 - mean_squared_error: 37.3132 - val_loss: 1859.0677 - val_mean_squared_error: 1859.0677 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 42.2283 - mean_squared_error: 42.2283 - val_loss: 1853.9087 - val_mean_squared_error: 1853.9087 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7693 - mean_squared_error: 41.7693 - val_loss: 1812.4923 - val_mean_squared_error: 1812.4923 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 38.8367 - mean_squared_error: 38.8367 - val_loss: 1765.4250 - val_mean_squared_error: 1765.4250 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3174 - mean_squared_error: 41.3174 - val_loss: 1931.1394 - val_mean_squared_error: 1931.1394 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 38.1803 - mean_squared_error: 38.1803 - val_loss: 1671.4905 - val_mean_squared_error: 1671.4904
2022-12-09 12:40:19.806305: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.001514683784501302 Generation: 44 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:40:20.554200: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2476.1680 - mean_squared_error: 2476.1680
2022-12-09 12:40:26.413409: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2476.1680 - mean_squared_error: 2476.1680 - val_loss: 1400.3757 - val_mean_squared_error: 1400.3757 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 336.7340 - mean_squared_error: 336.7340 - val_loss: 2088.0579 - val_mean_squared_error: 2088.0579 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 233.9132 - mean_squared_error: 233.9132 - val_loss: 2445.0127 - val_mean_squared_error: 2445.0127 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 164.3865 - mean_squared_error: 164.3865 - val_loss: 2519.3933 - val_mean_squared_error: 2519.3933 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 144.5170 - mean_squared_error: 144.5170 - val_loss: 2391.2698 - val_mean_squared_error: 2391.2698 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 137.5510 - mean_squared_error: 137.5510 - val_loss: 2498.2178 - val_mean_squared_error: 2498.2178 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 129.1703 - mean_squared_error: 129.1703 - val_loss: 2522.5259 - val_mean_squared_error: 2522.5259 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 130.7942 - mean_squared_error: 130.7942 - val_loss: 2334.0044 - val_mean_squared_error: 2334.0044 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 128.6827 - mean_squared_error: 128.6827 - val_loss: 1972.6084 - val_mean_squared_error: 1972.6084 Epoch 10/25 81/81 [==============================] - 1s 17ms/step - loss: 126.2991 - mean_squared_error: 126.2991 - val_loss: 2291.4551 - val_mean_squared_error: 2291.4551 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 129.0259 - mean_squared_error: 129.0259 - val_loss: 2282.8428 - val_mean_squared_error: 2282.8428 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 120.0442 - mean_squared_error: 120.0442 - val_loss: 1965.6115 - val_mean_squared_error: 1965.6115 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 116.7478 - mean_squared_error: 116.7478 - val_loss: 1751.4856 - val_mean_squared_error: 1751.4856 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 116.7986 - mean_squared_error: 116.7986 - val_loss: 1968.6394 - val_mean_squared_error: 1968.6394 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 111.6492 - mean_squared_error: 111.6492 - val_loss: 1780.6908 - val_mean_squared_error: 1780.6908 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 114.5298 - mean_squared_error: 114.5298 - val_loss: 1654.1400 - val_mean_squared_error: 1654.1400 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 111.6466 - mean_squared_error: 111.6466 - val_loss: 1189.2561 - val_mean_squared_error: 1189.2561 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 101.3129 - mean_squared_error: 101.3129 - val_loss: 1591.8788 - val_mean_squared_error: 1591.8788 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 106.7846 - mean_squared_error: 106.7846 - val_loss: 1268.7946 - val_mean_squared_error: 1268.7946 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 99.6490 - mean_squared_error: 99.6490 - val_loss: 1472.6062 - val_mean_squared_error: 1472.6062 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 97.9632 - mean_squared_error: 97.9632 - val_loss: 994.2556 - val_mean_squared_error: 994.2556 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 98.7522 - mean_squared_error: 98.7522 - val_loss: 920.5365 - val_mean_squared_error: 920.5365 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 91.6740 - mean_squared_error: 91.6740 - val_loss: 804.2191 - val_mean_squared_error: 804.2191 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 92.6444 - mean_squared_error: 92.6444 - val_loss: 977.9309 - val_mean_squared_error: 977.9309 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 90.6442 - mean_squared_error: 90.6442 - val_loss: 981.2853 - val_mean_squared_error: 981.2853
2022-12-09 12:40:45.812879: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:40:46.590135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2458.6174 - mean_squared_error: 2458.6174
2022-12-09 12:40:52.047203: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2458.6174 - mean_squared_error: 2458.6174 - val_loss: 1239.8877 - val_mean_squared_error: 1239.8877 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 337.5093 - mean_squared_error: 337.5093 - val_loss: 1953.0493 - val_mean_squared_error: 1953.0493 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 230.6897 - mean_squared_error: 230.6897 - val_loss: 2439.0757 - val_mean_squared_error: 2439.0757 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 174.7559 - mean_squared_error: 174.7559 - val_loss: 2559.4460 - val_mean_squared_error: 2559.4460 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 145.2570 - mean_squared_error: 145.2570 - val_loss: 2526.4653 - val_mean_squared_error: 2526.4653 Epoch 6/25 81/81 [==============================] - 1s 17ms/step - loss: 136.8755 - mean_squared_error: 136.8755 - val_loss: 2599.4648 - val_mean_squared_error: 2599.4648 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 131.1112 - mean_squared_error: 131.1112 - val_loss: 2644.1621 - val_mean_squared_error: 2644.1621 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 133.9053 - mean_squared_error: 133.9053 - val_loss: 2578.1033 - val_mean_squared_error: 2578.1033 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 129.5909 - mean_squared_error: 129.5909 - val_loss: 2692.6497 - val_mean_squared_error: 2692.6497 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 125.5519 - mean_squared_error: 125.5519 - val_loss: 2598.6570 - val_mean_squared_error: 2598.6570 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 122.6015 - mean_squared_error: 122.6015 - val_loss: 2455.1970 - val_mean_squared_error: 2455.1970 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 123.3647 - mean_squared_error: 123.3647 - val_loss: 2451.5073 - val_mean_squared_error: 2451.5073 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 126.4781 - mean_squared_error: 126.4781 - val_loss: 2360.1990 - val_mean_squared_error: 2360.1990 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 119.5416 - mean_squared_error: 119.5416 - val_loss: 2284.7612 - val_mean_squared_error: 2284.7612 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 123.1168 - mean_squared_error: 123.1168 - val_loss: 2414.6509 - val_mean_squared_error: 2414.6509 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 118.2681 - mean_squared_error: 118.2681 - val_loss: 2391.4951 - val_mean_squared_error: 2391.4951 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 119.9460 - mean_squared_error: 119.9460 - val_loss: 2266.8486 - val_mean_squared_error: 2266.8486 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 114.5292 - mean_squared_error: 114.5292 - val_loss: 2074.5889 - val_mean_squared_error: 2074.5889 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 116.9883 - mean_squared_error: 116.9883 - val_loss: 1727.9302 - val_mean_squared_error: 1727.9302 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 114.3159 - mean_squared_error: 114.3159 - val_loss: 2023.0844 - val_mean_squared_error: 2023.0844 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 112.1954 - mean_squared_error: 112.1954 - val_loss: 2015.8555 - val_mean_squared_error: 2015.8555 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 112.5192 - mean_squared_error: 112.5192 - val_loss: 1993.6198 - val_mean_squared_error: 1993.6198 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 103.9832 - mean_squared_error: 103.9832 - val_loss: 1896.6353 - val_mean_squared_error: 1896.6353 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 104.2515 - mean_squared_error: 104.2515 - val_loss: 1954.4781 - val_mean_squared_error: 1954.4781 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 103.2915 - mean_squared_error: 103.2915 - val_loss: 1683.7660 - val_mean_squared_error: 1683.7660
2022-12-09 12:41:11.598815: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 43) (286, 43) Epoch 1/25
2022-12-09 12:41:12.308579: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2417.7832 - mean_squared_error: 2417.7832
2022-12-09 12:41:17.850526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2417.7832 - mean_squared_error: 2417.7832 - val_loss: 1059.6072 - val_mean_squared_error: 1059.6072 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 201.2940 - mean_squared_error: 201.2940 - val_loss: 1359.7831 - val_mean_squared_error: 1359.7831 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 100.6204 - mean_squared_error: 100.6204 - val_loss: 2040.3584 - val_mean_squared_error: 2040.3584 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 73.0626 - mean_squared_error: 73.0626 - val_loss: 1860.7327 - val_mean_squared_error: 1860.7327 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 63.3932 - mean_squared_error: 63.3932 - val_loss: 2178.7839 - val_mean_squared_error: 2178.7839 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 61.2747 - mean_squared_error: 61.2747 - val_loss: 2498.8000 - val_mean_squared_error: 2498.7998 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 55.5949 - mean_squared_error: 55.5949 - val_loss: 2471.6157 - val_mean_squared_error: 2471.6157 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 48.1263 - mean_squared_error: 48.1263 - val_loss: 2324.5552 - val_mean_squared_error: 2324.5552 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 42.9440 - mean_squared_error: 42.9440 - val_loss: 2386.8376 - val_mean_squared_error: 2386.8376 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 44.8121 - mean_squared_error: 44.8121 - val_loss: 2370.8862 - val_mean_squared_error: 2370.8862 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 43.9052 - mean_squared_error: 43.9052 - val_loss: 2409.4158 - val_mean_squared_error: 2409.4158 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 43.0672 - mean_squared_error: 43.0672 - val_loss: 2374.5964 - val_mean_squared_error: 2374.5964 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 42.6681 - mean_squared_error: 42.6681 - val_loss: 2366.0403 - val_mean_squared_error: 2366.0403 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 48.3818 - mean_squared_error: 48.3818 - val_loss: 2114.2483 - val_mean_squared_error: 2114.2483 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 44.3801 - mean_squared_error: 44.3801 - val_loss: 2243.7422 - val_mean_squared_error: 2243.7422 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 42.0581 - mean_squared_error: 42.0581 - val_loss: 2251.6562 - val_mean_squared_error: 2251.6562 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 43.8896 - mean_squared_error: 43.8896 - val_loss: 2211.1726 - val_mean_squared_error: 2211.1726 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 37.4869 - mean_squared_error: 37.4869 - val_loss: 2144.5127 - val_mean_squared_error: 2144.5127 Epoch 19/25 81/81 [==============================] - 1s 10ms/step - loss: 38.9852 - mean_squared_error: 38.9852 - val_loss: 2292.3425 - val_mean_squared_error: 2292.3425 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 45.3457 - mean_squared_error: 45.3457 - val_loss: 1964.6149 - val_mean_squared_error: 1964.6149 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 33.7832 - mean_squared_error: 33.7832 - val_loss: 2241.4868 - val_mean_squared_error: 2241.4868 Epoch 22/25 81/81 [==============================] - 1s 15ms/step - loss: 36.3950 - mean_squared_error: 36.3950 - val_loss: 2278.8115 - val_mean_squared_error: 2278.8115 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 41.4029 - mean_squared_error: 41.4029 - val_loss: 1947.4290 - val_mean_squared_error: 1947.4290 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 34.7814 - mean_squared_error: 34.7814 - val_loss: 2074.5007 - val_mean_squared_error: 2074.5007 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 45.4235 - mean_squared_error: 45.4235 - val_loss: 2194.9211 - val_mean_squared_error: 2194.9209
2022-12-09 12:41:38.933645: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:41:39.727522: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2467.1184 - mean_squared_error: 2467.1184
2022-12-09 12:41:45.336181: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2467.1184 - mean_squared_error: 2467.1184 - val_loss: 1175.1538 - val_mean_squared_error: 1175.1538 Epoch 2/25 81/81 [==============================] - 2s 21ms/step - loss: 275.0365 - mean_squared_error: 275.0365 - val_loss: 1693.6608 - val_mean_squared_error: 1693.6608 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 173.3109 - mean_squared_error: 173.3109 - val_loss: 2105.3730 - val_mean_squared_error: 2105.3730 Epoch 4/25 81/81 [==============================] - 1s 15ms/step - loss: 124.7192 - mean_squared_error: 124.7192 - val_loss: 2406.5820 - val_mean_squared_error: 2406.5820 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 108.9712 - mean_squared_error: 108.9712 - val_loss: 2093.5259 - val_mean_squared_error: 2093.5259 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 113.6986 - mean_squared_error: 113.6986 - val_loss: 2340.4636 - val_mean_squared_error: 2340.4636 Epoch 7/25 81/81 [==============================] - 1s 13ms/step - loss: 108.4682 - mean_squared_error: 108.4682 - val_loss: 2511.2539 - val_mean_squared_error: 2511.2539 Epoch 8/25 81/81 [==============================] - 1s 12ms/step - loss: 99.2936 - mean_squared_error: 99.2936 - val_loss: 2400.8040 - val_mean_squared_error: 2400.8040 Epoch 9/25 81/81 [==============================] - 1s 12ms/step - loss: 95.6284 - mean_squared_error: 95.6284 - val_loss: 2331.1799 - val_mean_squared_error: 2331.1799 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 96.1820 - mean_squared_error: 96.1820 - val_loss: 2369.7302 - val_mean_squared_error: 2369.7302 Epoch 11/25 81/81 [==============================] - 1s 12ms/step - loss: 93.7156 - mean_squared_error: 93.7156 - val_loss: 2283.6094 - val_mean_squared_error: 2283.6094 Epoch 12/25 81/81 [==============================] - 1s 11ms/step - loss: 95.3931 - mean_squared_error: 95.3931 - val_loss: 2252.9209 - val_mean_squared_error: 2252.9209 Epoch 13/25 81/81 [==============================] - 1s 11ms/step - loss: 98.0481 - mean_squared_error: 98.0481 - val_loss: 2129.7371 - val_mean_squared_error: 2129.7371 Epoch 14/25 81/81 [==============================] - 1s 11ms/step - loss: 95.3187 - mean_squared_error: 95.3187 - val_loss: 2115.1648 - val_mean_squared_error: 2115.1648 Epoch 15/25 81/81 [==============================] - 1s 12ms/step - loss: 89.2732 - mean_squared_error: 89.2732 - val_loss: 2141.4609 - val_mean_squared_error: 2141.4609 Epoch 16/25 81/81 [==============================] - 1s 11ms/step - loss: 93.5889 - mean_squared_error: 93.5889 - val_loss: 2059.5425 - val_mean_squared_error: 2059.5425 Epoch 17/25 81/81 [==============================] - 1s 11ms/step - loss: 87.0541 - mean_squared_error: 87.0541 - val_loss: 2062.2874 - val_mean_squared_error: 2062.2874 Epoch 18/25 81/81 [==============================] - 1s 11ms/step - loss: 91.7278 - mean_squared_error: 91.7278 - val_loss: 1810.8051 - val_mean_squared_error: 1810.8051 Epoch 19/25 81/81 [==============================] - 1s 11ms/step - loss: 89.0524 - mean_squared_error: 89.0524 - val_loss: 1936.4657 - val_mean_squared_error: 1936.4657 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 88.0008 - mean_squared_error: 88.0008 - val_loss: 1885.5946 - val_mean_squared_error: 1885.5946 Epoch 21/25 81/81 [==============================] - 1s 11ms/step - loss: 90.5058 - mean_squared_error: 90.5058 - val_loss: 1619.3634 - val_mean_squared_error: 1619.3634 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 83.8722 - mean_squared_error: 83.8722 - val_loss: 1709.2334 - val_mean_squared_error: 1709.2334 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 79.9006 - mean_squared_error: 79.9006 - val_loss: 1655.7781 - val_mean_squared_error: 1655.7781 Epoch 24/25 81/81 [==============================] - 1s 11ms/step - loss: 85.8569 - mean_squared_error: 85.8569 - val_loss: 1301.9836 - val_mean_squared_error: 1301.9836 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 84.1234 - mean_squared_error: 84.1234 - val_loss: 1407.3860 - val_mean_squared_error: 1407.3860
2022-12-09 12:42:09.160351: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:42:09.877859: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2372.9329 - mean_squared_error: 2372.9329
2022-12-09 12:42:15.337365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2372.9329 - mean_squared_error: 2372.9329 - val_loss: 1290.8181 - val_mean_squared_error: 1290.8181 Epoch 2/25 81/81 [==============================] - 1s 18ms/step - loss: 311.6895 - mean_squared_error: 311.6895 - val_loss: 1760.7146 - val_mean_squared_error: 1760.7146 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 221.7297 - mean_squared_error: 221.7297 - val_loss: 2226.7979 - val_mean_squared_error: 2226.7979 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 159.3977 - mean_squared_error: 159.3977 - val_loss: 2315.9104 - val_mean_squared_error: 2315.9104 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 150.3409 - mean_squared_error: 150.3409 - val_loss: 1899.8059 - val_mean_squared_error: 1899.8059 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 139.0098 - mean_squared_error: 139.0098 - val_loss: 2404.8398 - val_mean_squared_error: 2404.8398 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 129.5519 - mean_squared_error: 129.5519 - val_loss: 2367.0369 - val_mean_squared_error: 2367.0369 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 123.7588 - mean_squared_error: 123.7588 - val_loss: 2021.3376 - val_mean_squared_error: 2021.3376 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 127.1965 - mean_squared_error: 127.1965 - val_loss: 2324.8650 - val_mean_squared_error: 2324.8650 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 121.4505 - mean_squared_error: 121.4505 - val_loss: 2356.2573 - val_mean_squared_error: 2356.2573 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 124.1012 - mean_squared_error: 124.1012 - val_loss: 2043.5717 - val_mean_squared_error: 2043.5717 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 122.9040 - mean_squared_error: 122.9040 - val_loss: 2019.5828 - val_mean_squared_error: 2019.5828 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 119.7560 - mean_squared_error: 119.7560 - val_loss: 1858.7345 - val_mean_squared_error: 1858.7345 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 127.3193 - mean_squared_error: 127.3193 - val_loss: 1952.4003 - val_mean_squared_error: 1952.4003 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 119.4197 - mean_squared_error: 119.4197 - val_loss: 1679.2902 - val_mean_squared_error: 1679.2902 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 121.3133 - mean_squared_error: 121.3133 - val_loss: 1608.2656 - val_mean_squared_error: 1608.2656 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 120.5319 - mean_squared_error: 120.5319 - val_loss: 1800.7014 - val_mean_squared_error: 1800.7014 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 110.5015 - mean_squared_error: 110.5015 - val_loss: 1428.3903 - val_mean_squared_error: 1428.3901 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 112.0517 - mean_squared_error: 112.0517 - val_loss: 1465.2681 - val_mean_squared_error: 1465.2681 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 112.3563 - mean_squared_error: 112.3563 - val_loss: 1479.3993 - val_mean_squared_error: 1479.3993 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 113.2491 - mean_squared_error: 113.2491 - val_loss: 1433.3789 - val_mean_squared_error: 1433.3789 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 107.8632 - mean_squared_error: 107.8632 - val_loss: 1085.2872 - val_mean_squared_error: 1085.2872 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 111.3034 - mean_squared_error: 111.3034 - val_loss: 1305.1233 - val_mean_squared_error: 1305.1233 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 102.5374 - mean_squared_error: 102.5374 - val_loss: 1093.0187 - val_mean_squared_error: 1093.0187 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 105.6713 - mean_squared_error: 105.6713 - val_loss: 1235.4064 - val_mean_squared_error: 1235.4064
2022-12-09 12:42:33.988869: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0010147286674567926 Generation: 45 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:42:34.693933: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2472.6565 - mean_squared_error: 2472.6565
2022-12-09 12:42:40.184014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2472.6565 - mean_squared_error: 2472.6565 - val_loss: 1240.1306 - val_mean_squared_error: 1240.1306 Epoch 2/25 81/81 [==============================] - 2s 19ms/step - loss: 327.0876 - mean_squared_error: 327.0876 - val_loss: 1974.4940 - val_mean_squared_error: 1974.4939 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 224.2857 - mean_squared_error: 224.2857 - val_loss: 2338.8467 - val_mean_squared_error: 2338.8467 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 168.2781 - mean_squared_error: 168.2781 - val_loss: 2454.7371 - val_mean_squared_error: 2454.7371 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 139.8852 - mean_squared_error: 139.8852 - val_loss: 2589.0940 - val_mean_squared_error: 2589.0940 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 137.9152 - mean_squared_error: 137.9152 - val_loss: 2562.0300 - val_mean_squared_error: 2562.0300 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 136.8913 - mean_squared_error: 136.8913 - val_loss: 2324.5842 - val_mean_squared_error: 2324.5842 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 138.5154 - mean_squared_error: 138.5154 - val_loss: 2433.5859 - val_mean_squared_error: 2433.5859 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 131.7944 - mean_squared_error: 131.7944 - val_loss: 2311.3232 - val_mean_squared_error: 2311.3232 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 129.5185 - mean_squared_error: 129.5185 - val_loss: 2095.6973 - val_mean_squared_error: 2095.6973 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 126.6089 - mean_squared_error: 126.6089 - val_loss: 2088.6304 - val_mean_squared_error: 2088.6304 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 123.3220 - mean_squared_error: 123.3220 - val_loss: 2236.0393 - val_mean_squared_error: 2236.0393 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 123.9596 - mean_squared_error: 123.9596 - val_loss: 1961.3151 - val_mean_squared_error: 1961.3149 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 119.2560 - mean_squared_error: 119.2560 - val_loss: 1786.3264 - val_mean_squared_error: 1786.3264 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 121.4186 - mean_squared_error: 121.4186 - val_loss: 1797.8805 - val_mean_squared_error: 1797.8805 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 113.1845 - mean_squared_error: 113.1845 - val_loss: 1551.4684 - val_mean_squared_error: 1551.4684 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 107.7713 - mean_squared_error: 107.7713 - val_loss: 1478.6937 - val_mean_squared_error: 1478.6937 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 110.8309 - mean_squared_error: 110.8309 - val_loss: 1573.8856 - val_mean_squared_error: 1573.8856 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 110.3325 - mean_squared_error: 110.3325 - val_loss: 1162.8967 - val_mean_squared_error: 1162.8967 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 102.0888 - mean_squared_error: 102.0888 - val_loss: 1513.4065 - val_mean_squared_error: 1513.4065 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 99.1957 - mean_squared_error: 99.1957 - val_loss: 1521.5636 - val_mean_squared_error: 1521.5636 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 98.3884 - mean_squared_error: 98.3884 - val_loss: 1041.5479 - val_mean_squared_error: 1041.5479 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 91.3049 - mean_squared_error: 91.3049 - val_loss: 1239.4296 - val_mean_squared_error: 1239.4296 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 95.3667 - mean_squared_error: 95.3667 - val_loss: 1588.4614 - val_mean_squared_error: 1588.4614 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 95.5839 - mean_squared_error: 95.5839 - val_loss: 1043.4596 - val_mean_squared_error: 1043.4596
2022-12-09 12:42:59.715689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:43:00.471087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2482.3594 - mean_squared_error: 2482.3594
2022-12-09 12:43:05.623532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 55ms/step - loss: 2482.3594 - mean_squared_error: 2482.3594 - val_loss: 1206.1221 - val_mean_squared_error: 1206.1221 Epoch 2/25 81/81 [==============================] - 1s 16ms/step - loss: 303.9889 - mean_squared_error: 303.9889 - val_loss: 1901.6302 - val_mean_squared_error: 1901.6302 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 210.4886 - mean_squared_error: 210.4886 - val_loss: 2222.3188 - val_mean_squared_error: 2222.3186 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 163.4647 - mean_squared_error: 163.4647 - val_loss: 2560.1199 - val_mean_squared_error: 2560.1199 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 145.8384 - mean_squared_error: 145.8384 - val_loss: 2476.1499 - val_mean_squared_error: 2476.1499 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 135.2788 - mean_squared_error: 135.2788 - val_loss: 2659.4839 - val_mean_squared_error: 2659.4839 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 133.1281 - mean_squared_error: 133.1281 - val_loss: 2607.5542 - val_mean_squared_error: 2607.5542 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 122.2177 - mean_squared_error: 122.2177 - val_loss: 2436.8440 - val_mean_squared_error: 2436.8440 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 127.9147 - mean_squared_error: 127.9147 - val_loss: 2652.2544 - val_mean_squared_error: 2652.2544 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 119.1945 - mean_squared_error: 119.1945 - val_loss: 2430.7791 - val_mean_squared_error: 2430.7791 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 128.4696 - mean_squared_error: 128.4696 - val_loss: 2587.9512 - val_mean_squared_error: 2587.9512 Epoch 12/25 81/81 [==============================] - 1s 11ms/step - loss: 119.0716 - mean_squared_error: 119.0716 - val_loss: 2515.2744 - val_mean_squared_error: 2515.2744 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 130.8630 - mean_squared_error: 130.8630 - val_loss: 2288.7529 - val_mean_squared_error: 2288.7529 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 117.6097 - mean_squared_error: 117.6097 - val_loss: 2302.6953 - val_mean_squared_error: 2302.6953 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 117.2459 - mean_squared_error: 117.2459 - val_loss: 2255.1025 - val_mean_squared_error: 2255.1025 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 126.6104 - mean_squared_error: 126.6104 - val_loss: 2007.1866 - val_mean_squared_error: 2007.1866 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 111.3251 - mean_squared_error: 111.3251 - val_loss: 2040.2390 - val_mean_squared_error: 2040.2390 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 114.8515 - mean_squared_error: 114.8515 - val_loss: 1851.6565 - val_mean_squared_error: 1851.6565 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 110.1514 - mean_squared_error: 110.1514 - val_loss: 1829.4711 - val_mean_squared_error: 1829.4711 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 113.7460 - mean_squared_error: 113.7460 - val_loss: 1775.3435 - val_mean_squared_error: 1775.3435 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 106.2471 - mean_squared_error: 106.2471 - val_loss: 1807.9521 - val_mean_squared_error: 1807.9521 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 106.6302 - mean_squared_error: 106.6302 - val_loss: 1474.9414 - val_mean_squared_error: 1474.9414 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 101.2585 - mean_squared_error: 101.2585 - val_loss: 1551.7390 - val_mean_squared_error: 1551.7390 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 96.2095 - mean_squared_error: 96.2095 - val_loss: 1452.5769 - val_mean_squared_error: 1452.5769 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 100.0883 - mean_squared_error: 100.0883 - val_loss: 1503.8044 - val_mean_squared_error: 1503.8044
2022-12-09 12:43:24.618103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:43:25.387947: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2475.1062 - mean_squared_error: 2475.1062
2022-12-09 12:43:30.941744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2475.1062 - mean_squared_error: 2475.1062 - val_loss: 1316.6536 - val_mean_squared_error: 1316.6536 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 261.8635 - mean_squared_error: 261.8635 - val_loss: 2096.6326 - val_mean_squared_error: 2096.6326 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 169.8069 - mean_squared_error: 169.8069 - val_loss: 2702.2236 - val_mean_squared_error: 2702.2236 Epoch 4/25 81/81 [==============================] - 1s 17ms/step - loss: 136.0323 - mean_squared_error: 136.0323 - val_loss: 2674.3882 - val_mean_squared_error: 2674.3882 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 119.5270 - mean_squared_error: 119.5270 - val_loss: 2805.7771 - val_mean_squared_error: 2805.7771 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 112.1819 - mean_squared_error: 112.1819 - val_loss: 2804.9529 - val_mean_squared_error: 2804.9529 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 103.0462 - mean_squared_error: 103.0462 - val_loss: 2857.0732 - val_mean_squared_error: 2857.0732 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 108.8216 - mean_squared_error: 108.8216 - val_loss: 2883.2339 - val_mean_squared_error: 2883.2339 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 99.0294 - mean_squared_error: 99.0294 - val_loss: 2707.5107 - val_mean_squared_error: 2707.5107 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 96.6733 - mean_squared_error: 96.6733 - val_loss: 2708.6233 - val_mean_squared_error: 2708.6230 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 99.9578 - mean_squared_error: 99.9578 - val_loss: 2729.2415 - val_mean_squared_error: 2729.2415 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 93.9601 - mean_squared_error: 93.9601 - val_loss: 2671.0144 - val_mean_squared_error: 2671.0144 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 91.1644 - mean_squared_error: 91.1644 - val_loss: 2471.7583 - val_mean_squared_error: 2471.7583 Epoch 14/25 81/81 [==============================] - 1s 17ms/step - loss: 98.8837 - mean_squared_error: 98.8837 - val_loss: 2399.8716 - val_mean_squared_error: 2399.8716 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 94.3153 - mean_squared_error: 94.3153 - val_loss: 2360.5625 - val_mean_squared_error: 2360.5625 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 93.6365 - mean_squared_error: 93.6365 - val_loss: 2387.5776 - val_mean_squared_error: 2387.5776 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 90.6084 - mean_squared_error: 90.6084 - val_loss: 2284.2534 - val_mean_squared_error: 2284.2534 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 84.4820 - mean_squared_error: 84.4820 - val_loss: 2362.6482 - val_mean_squared_error: 2362.6482 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 82.3496 - mean_squared_error: 82.3496 - val_loss: 2318.3582 - val_mean_squared_error: 2318.3579 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 84.5755 - mean_squared_error: 84.5755 - val_loss: 2147.2617 - val_mean_squared_error: 2147.2617 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 82.9320 - mean_squared_error: 82.9320 - val_loss: 1993.2683 - val_mean_squared_error: 1993.2683 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 83.0480 - mean_squared_error: 83.0480 - val_loss: 2076.3535 - val_mean_squared_error: 2076.3535 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 88.9890 - mean_squared_error: 88.9890 - val_loss: 2138.3247 - val_mean_squared_error: 2138.3247 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 75.1657 - mean_squared_error: 75.1657 - val_loss: 1987.2347 - val_mean_squared_error: 1987.2347 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 80.3781 - mean_squared_error: 80.3781 - val_loss: 1963.3339 - val_mean_squared_error: 1963.3339
2022-12-09 12:43:51.020034: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:43:51.792041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2424.7949 - mean_squared_error: 2424.7949
2022-12-09 12:43:57.534527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2424.7949 - mean_squared_error: 2424.7949 - val_loss: 1241.1075 - val_mean_squared_error: 1241.1075 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 333.7701 - mean_squared_error: 333.7701 - val_loss: 1941.1377 - val_mean_squared_error: 1941.1377 Epoch 3/25 81/81 [==============================] - 2s 21ms/step - loss: 227.3976 - mean_squared_error: 227.3976 - val_loss: 2334.9102 - val_mean_squared_error: 2334.9102 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 161.5952 - mean_squared_error: 161.5952 - val_loss: 2423.4324 - val_mean_squared_error: 2423.4324 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 144.4241 - mean_squared_error: 144.4241 - val_loss: 2625.6960 - val_mean_squared_error: 2625.6960 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 129.1680 - mean_squared_error: 129.1680 - val_loss: 2609.5803 - val_mean_squared_error: 2609.5803 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 134.9290 - mean_squared_error: 134.9290 - val_loss: 2643.8857 - val_mean_squared_error: 2643.8857 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 126.2042 - mean_squared_error: 126.2042 - val_loss: 2647.7727 - val_mean_squared_error: 2647.7727 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 125.2280 - mean_squared_error: 125.2280 - val_loss: 2613.4229 - val_mean_squared_error: 2613.4229 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 118.8881 - mean_squared_error: 118.8881 - val_loss: 2593.2139 - val_mean_squared_error: 2593.2139 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 119.6268 - mean_squared_error: 119.6268 - val_loss: 2696.8191 - val_mean_squared_error: 2696.8191 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 116.8848 - mean_squared_error: 116.8848 - val_loss: 2621.8650 - val_mean_squared_error: 2621.8650 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 124.5237 - mean_squared_error: 124.5237 - val_loss: 2485.7615 - val_mean_squared_error: 2485.7615 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 116.0052 - mean_squared_error: 116.0052 - val_loss: 2580.3406 - val_mean_squared_error: 2580.3406 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 105.9506 - mean_squared_error: 105.9506 - val_loss: 2660.3533 - val_mean_squared_error: 2660.3533 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 109.0701 - mean_squared_error: 109.0701 - val_loss: 2695.3101 - val_mean_squared_error: 2695.3101 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 110.0971 - mean_squared_error: 110.0971 - val_loss: 2609.7561 - val_mean_squared_error: 2609.7561 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 106.6325 - mean_squared_error: 106.6325 - val_loss: 2295.3621 - val_mean_squared_error: 2295.3621 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 96.0911 - mean_squared_error: 96.0911 - val_loss: 2451.7576 - val_mean_squared_error: 2451.7576 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 98.6138 - mean_squared_error: 98.6138 - val_loss: 2637.6882 - val_mean_squared_error: 2637.6882 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 99.8921 - mean_squared_error: 99.8921 - val_loss: 2550.2327 - val_mean_squared_error: 2550.2327 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 93.4898 - mean_squared_error: 93.4898 - val_loss: 2497.3486 - val_mean_squared_error: 2497.3484 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 86.5348 - mean_squared_error: 86.5348 - val_loss: 2299.1960 - val_mean_squared_error: 2299.1960 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 89.4669 - mean_squared_error: 89.4669 - val_loss: 2450.7141 - val_mean_squared_error: 2450.7141 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 84.1415 - mean_squared_error: 84.1415 - val_loss: 2658.6785 - val_mean_squared_error: 2658.6785
2022-12-09 12:44:17.239419: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 39) (286, 39) Epoch 1/25
2022-12-09 12:44:17.998492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2434.0593 - mean_squared_error: 2434.0593
2022-12-09 12:44:24.126073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 67ms/step - loss: 2434.0593 - mean_squared_error: 2434.0593 - val_loss: 1086.0233 - val_mean_squared_error: 1086.0233 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 205.7643 - mean_squared_error: 205.7643 - val_loss: 1283.3822 - val_mean_squared_error: 1283.3822 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 99.0602 - mean_squared_error: 99.0602 - val_loss: 1593.6754 - val_mean_squared_error: 1593.6754 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 61.8524 - mean_squared_error: 61.8524 - val_loss: 2033.2509 - val_mean_squared_error: 2033.2509 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 58.7255 - mean_squared_error: 58.7255 - val_loss: 2125.4099 - val_mean_squared_error: 2125.4099 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 61.5732 - mean_squared_error: 61.5732 - val_loss: 2232.4570 - val_mean_squared_error: 2232.4570 Epoch 7/25 81/81 [==============================] - 1s 12ms/step - loss: 57.1919 - mean_squared_error: 57.1919 - val_loss: 2318.7190 - val_mean_squared_error: 2318.7190 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 47.7499 - mean_squared_error: 47.7499 - val_loss: 2255.6382 - val_mean_squared_error: 2255.6382 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 48.1916 - mean_squared_error: 48.1916 - val_loss: 2110.2756 - val_mean_squared_error: 2110.2756 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 40.7774 - mean_squared_error: 40.7774 - val_loss: 2122.1797 - val_mean_squared_error: 2122.1797 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 41.4396 - mean_squared_error: 41.4396 - val_loss: 2204.8132 - val_mean_squared_error: 2204.8132 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 40.1315 - mean_squared_error: 40.1315 - val_loss: 1721.3147 - val_mean_squared_error: 1721.3147 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1547 - mean_squared_error: 36.1547 - val_loss: 2051.1030 - val_mean_squared_error: 2051.1030 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 50.4729 - mean_squared_error: 50.4729 - val_loss: 2180.2654 - val_mean_squared_error: 2180.2654 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 35.4604 - mean_squared_error: 35.4604 - val_loss: 2030.0061 - val_mean_squared_error: 2030.0059 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1932 - mean_squared_error: 38.1932 - val_loss: 2111.5188 - val_mean_squared_error: 2111.5188 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2893 - mean_squared_error: 41.2893 - val_loss: 1935.0415 - val_mean_squared_error: 1935.0415 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 36.1626 - mean_squared_error: 36.1626 - val_loss: 1865.8123 - val_mean_squared_error: 1865.8123 Epoch 19/25 81/81 [==============================] - 1s 14ms/step - loss: 33.2950 - mean_squared_error: 33.2950 - val_loss: 2055.2676 - val_mean_squared_error: 2055.2676 Epoch 20/25 81/81 [==============================] - 1s 11ms/step - loss: 33.6364 - mean_squared_error: 33.6364 - val_loss: 1710.3040 - val_mean_squared_error: 1710.3040 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 35.6348 - mean_squared_error: 35.6348 - val_loss: 1802.0487 - val_mean_squared_error: 1802.0487 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8552 - mean_squared_error: 40.8552 - val_loss: 2020.3407 - val_mean_squared_error: 2020.3407 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3761 - mean_squared_error: 44.3761 - val_loss: 1748.2146 - val_mean_squared_error: 1748.2146 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 35.4887 - mean_squared_error: 35.4887 - val_loss: 1862.9305 - val_mean_squared_error: 1862.9305 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.3682 - mean_squared_error: 35.3682 - val_loss: 1738.3147 - val_mean_squared_error: 1738.3147
2022-12-09 12:44:43.598287: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0009506236114303803 Generation: 46 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:44:44.358854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2491.0327 - mean_squared_error: 2491.0327
2022-12-09 12:44:49.902968: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 61ms/step - loss: 2491.0327 - mean_squared_error: 2491.0327 - val_loss: 1131.7545 - val_mean_squared_error: 1131.7545 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 329.3174 - mean_squared_error: 329.3174 - val_loss: 1963.6357 - val_mean_squared_error: 1963.6357 Epoch 3/25 81/81 [==============================] - 1s 17ms/step - loss: 226.1411 - mean_squared_error: 226.1411 - val_loss: 2364.0750 - val_mean_squared_error: 2364.0750 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 166.6924 - mean_squared_error: 166.6924 - val_loss: 2461.8020 - val_mean_squared_error: 2461.8020 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 148.9628 - mean_squared_error: 148.9628 - val_loss: 2309.3625 - val_mean_squared_error: 2309.3625 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 138.7456 - mean_squared_error: 138.7456 - val_loss: 2303.6489 - val_mean_squared_error: 2303.6489 Epoch 7/25 81/81 [==============================] - 1s 15ms/step - loss: 140.8858 - mean_squared_error: 140.8858 - val_loss: 2377.5007 - val_mean_squared_error: 2377.5007 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 143.8985 - mean_squared_error: 143.8985 - val_loss: 2236.9529 - val_mean_squared_error: 2236.9529 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 129.3603 - mean_squared_error: 129.3603 - val_loss: 2202.8887 - val_mean_squared_error: 2202.8887 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 121.8253 - mean_squared_error: 121.8253 - val_loss: 2204.1445 - val_mean_squared_error: 2204.1445 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 126.4622 - mean_squared_error: 126.4622 - val_loss: 2046.4135 - val_mean_squared_error: 2046.4135 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 121.8030 - mean_squared_error: 121.8030 - val_loss: 1997.0066 - val_mean_squared_error: 1997.0066 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 123.5908 - mean_squared_error: 123.5908 - val_loss: 1871.6676 - val_mean_squared_error: 1871.6676 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 121.3763 - mean_squared_error: 121.3763 - val_loss: 1900.7290 - val_mean_squared_error: 1900.7290 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 110.9289 - mean_squared_error: 110.9289 - val_loss: 1916.2386 - val_mean_squared_error: 1916.2386 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 106.2967 - mean_squared_error: 106.2967 - val_loss: 1613.5675 - val_mean_squared_error: 1613.5675 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 114.8864 - mean_squared_error: 114.8864 - val_loss: 1700.1215 - val_mean_squared_error: 1700.1213 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 114.1190 - mean_squared_error: 114.1190 - val_loss: 1801.8810 - val_mean_squared_error: 1801.8810 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 104.5291 - mean_squared_error: 104.5291 - val_loss: 1665.1702 - val_mean_squared_error: 1665.1702 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 106.0671 - mean_squared_error: 106.0671 - val_loss: 1249.3798 - val_mean_squared_error: 1249.3798 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 96.8648 - mean_squared_error: 96.8648 - val_loss: 1283.4355 - val_mean_squared_error: 1283.4355 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 94.4457 - mean_squared_error: 94.4457 - val_loss: 1441.2186 - val_mean_squared_error: 1441.2186 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 94.1116 - mean_squared_error: 94.1116 - val_loss: 1517.9659 - val_mean_squared_error: 1517.9659 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 89.9937 - mean_squared_error: 89.9937 - val_loss: 995.3007 - val_mean_squared_error: 995.3007 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 90.8710 - mean_squared_error: 90.8710 - val_loss: 1199.5898 - val_mean_squared_error: 1199.5898
2022-12-09 12:45:09.500265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:45:10.207420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2467.8833 - mean_squared_error: 2467.8833
2022-12-09 12:45:15.781497: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2467.8833 - mean_squared_error: 2467.8833 - val_loss: 1118.9331 - val_mean_squared_error: 1118.9331 Epoch 2/25 81/81 [==============================] - 2s 19ms/step - loss: 296.5726 - mean_squared_error: 296.5726 - val_loss: 1502.2084 - val_mean_squared_error: 1502.2084 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 214.0442 - mean_squared_error: 214.0442 - val_loss: 1972.6704 - val_mean_squared_error: 1972.6704 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 164.3086 - mean_squared_error: 164.3086 - val_loss: 2034.1486 - val_mean_squared_error: 2034.1486 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 144.9706 - mean_squared_error: 144.9706 - val_loss: 2003.4336 - val_mean_squared_error: 2003.4336 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 136.4028 - mean_squared_error: 136.4028 - val_loss: 2175.4902 - val_mean_squared_error: 2175.4902 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 129.3380 - mean_squared_error: 129.3380 - val_loss: 2372.6570 - val_mean_squared_error: 2372.6570 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 126.5216 - mean_squared_error: 126.5216 - val_loss: 2239.5781 - val_mean_squared_error: 2239.5781 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 123.5770 - mean_squared_error: 123.5770 - val_loss: 2179.3264 - val_mean_squared_error: 2179.3264 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 126.7464 - mean_squared_error: 126.7464 - val_loss: 2123.7588 - val_mean_squared_error: 2123.7588 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 124.1682 - mean_squared_error: 124.1682 - val_loss: 1835.5037 - val_mean_squared_error: 1835.5037 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 122.8214 - mean_squared_error: 122.8214 - val_loss: 2049.2122 - val_mean_squared_error: 2049.2122 Epoch 13/25 81/81 [==============================] - 1s 16ms/step - loss: 118.0022 - mean_squared_error: 118.0022 - val_loss: 1835.9637 - val_mean_squared_error: 1835.9637 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 118.6239 - mean_squared_error: 118.6239 - val_loss: 1636.4978 - val_mean_squared_error: 1636.4978 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 116.0946 - mean_squared_error: 116.0946 - val_loss: 1758.2605 - val_mean_squared_error: 1758.2605 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 116.9115 - mean_squared_error: 116.9115 - val_loss: 1769.7778 - val_mean_squared_error: 1769.7778 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 113.9755 - mean_squared_error: 113.9755 - val_loss: 1617.1381 - val_mean_squared_error: 1617.1381 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 114.2944 - mean_squared_error: 114.2944 - val_loss: 1569.4058 - val_mean_squared_error: 1569.4058 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 111.3283 - mean_squared_error: 111.3283 - val_loss: 1649.6852 - val_mean_squared_error: 1649.6852 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 108.3611 - mean_squared_error: 108.3611 - val_loss: 1398.2830 - val_mean_squared_error: 1398.2830 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 107.6753 - mean_squared_error: 107.6753 - val_loss: 1454.3479 - val_mean_squared_error: 1454.3479 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 109.6168 - mean_squared_error: 109.6168 - val_loss: 1132.7928 - val_mean_squared_error: 1132.7928 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 102.0881 - mean_squared_error: 102.0881 - val_loss: 1198.5381 - val_mean_squared_error: 1198.5381 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 106.3029 - mean_squared_error: 106.3029 - val_loss: 1237.6903 - val_mean_squared_error: 1237.6903 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 89.5503 - mean_squared_error: 89.5503 - val_loss: 1023.7676 - val_mean_squared_error: 1023.7676
2022-12-09 12:45:35.542623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.25436535 ... 0. 0. 0. ] [0.6737802 0.15281651 0.25998993 ... 0. 0. 0. ] [0.65978331 0.18600112 0.22834117 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.21751175 ... 0. 0. 0. ] [1. 0.07306191 0.22766958 ... 0. 0. 0. ] [0.99225423 0.08951478 0.23153123 ... 0. 0. 0. ]] (2577, 39) (286, 39) Epoch 1/25
2022-12-09 12:45:41.799744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2423.8638 - mean_squared_error: 2423.8638
2022-12-09 12:45:47.406556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2423.8638 - mean_squared_error: 2423.8638 - val_loss: 1104.9967 - val_mean_squared_error: 1104.9967 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 213.8037 - mean_squared_error: 213.8037 - val_loss: 1558.9658 - val_mean_squared_error: 1558.9658 Epoch 3/25 81/81 [==============================] - 2s 20ms/step - loss: 99.0106 - mean_squared_error: 99.0106 - val_loss: 1901.1652 - val_mean_squared_error: 1901.1652 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 67.9584 - mean_squared_error: 67.9584 - val_loss: 2268.6829 - val_mean_squared_error: 2268.6829 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 63.6708 - mean_squared_error: 63.6708 - val_loss: 2376.1423 - val_mean_squared_error: 2376.1423 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 54.9613 - mean_squared_error: 54.9613 - val_loss: 2732.5459 - val_mean_squared_error: 2732.5459 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 50.3932 - mean_squared_error: 50.3932 - val_loss: 2726.0049 - val_mean_squared_error: 2726.0049 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 45.5396 - mean_squared_error: 45.5396 - val_loss: 2708.8760 - val_mean_squared_error: 2708.8760 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 40.4821 - mean_squared_error: 40.4821 - val_loss: 2622.4463 - val_mean_squared_error: 2622.4463 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.4975 - mean_squared_error: 41.4975 - val_loss: 2604.8838 - val_mean_squared_error: 2604.8838 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 48.2259 - mean_squared_error: 48.2259 - val_loss: 2632.1738 - val_mean_squared_error: 2632.1738 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 32.4258 - mean_squared_error: 32.4258 - val_loss: 2500.2432 - val_mean_squared_error: 2500.2432 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 35.2287 - mean_squared_error: 35.2287 - val_loss: 2702.1184 - val_mean_squared_error: 2702.1184 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 41.2954 - mean_squared_error: 41.2954 - val_loss: 2659.6257 - val_mean_squared_error: 2659.6257 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7570 - mean_squared_error: 45.7570 - val_loss: 2688.3511 - val_mean_squared_error: 2688.3511 Epoch 16/25 81/81 [==============================] - 1s 14ms/step - loss: 37.6262 - mean_squared_error: 37.6262 - val_loss: 2435.9233 - val_mean_squared_error: 2435.9233 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 34.7884 - mean_squared_error: 34.7884 - val_loss: 2682.4885 - val_mean_squared_error: 2682.4885 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 41.3078 - mean_squared_error: 41.3078 - val_loss: 2663.2312 - val_mean_squared_error: 2663.2312 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 37.5069 - mean_squared_error: 37.5069 - val_loss: 2456.9338 - val_mean_squared_error: 2456.9338 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 38.0164 - mean_squared_error: 38.0164 - val_loss: 2453.1206 - val_mean_squared_error: 2453.1206 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 38.1128 - mean_squared_error: 38.1128 - val_loss: 2473.8464 - val_mean_squared_error: 2473.8464 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 40.8920 - mean_squared_error: 40.8920 - val_loss: 2506.3103 - val_mean_squared_error: 2506.3103 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 34.9514 - mean_squared_error: 34.9514 - val_loss: 2536.5610 - val_mean_squared_error: 2536.5610 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8746 - mean_squared_error: 40.8746 - val_loss: 2602.2156 - val_mean_squared_error: 2602.2153 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 35.8297 - mean_squared_error: 35.8297 - val_loss: 2284.9121 - val_mean_squared_error: 2284.9121
2022-12-09 12:46:07.270912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:46:07.980630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2420.1648 - mean_squared_error: 2420.1648
2022-12-09 12:46:13.303825: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2420.1648 - mean_squared_error: 2420.1648 - val_loss: 1367.7775 - val_mean_squared_error: 1367.7775 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 264.9073 - mean_squared_error: 264.9073 - val_loss: 2100.0913 - val_mean_squared_error: 2100.0913 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 161.1440 - mean_squared_error: 161.1440 - val_loss: 2403.5991 - val_mean_squared_error: 2403.5991 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 121.4537 - mean_squared_error: 121.4537 - val_loss: 2608.9446 - val_mean_squared_error: 2608.9446 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 111.3115 - mean_squared_error: 111.3115 - val_loss: 2641.5435 - val_mean_squared_error: 2641.5432 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 108.8393 - mean_squared_error: 108.8393 - val_loss: 2697.4963 - val_mean_squared_error: 2697.4963 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 105.7044 - mean_squared_error: 105.7044 - val_loss: 2496.8633 - val_mean_squared_error: 2496.8633 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 103.8033 - mean_squared_error: 103.8033 - val_loss: 2572.3586 - val_mean_squared_error: 2572.3586 Epoch 9/25 81/81 [==============================] - 1s 11ms/step - loss: 101.0044 - mean_squared_error: 101.0044 - val_loss: 2495.2722 - val_mean_squared_error: 2495.2722 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 99.0589 - mean_squared_error: 99.0589 - val_loss: 2468.0159 - val_mean_squared_error: 2468.0159 Epoch 11/25 81/81 [==============================] - 1s 15ms/step - loss: 98.1290 - mean_squared_error: 98.1290 - val_loss: 2447.9424 - val_mean_squared_error: 2447.9424 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 98.5941 - mean_squared_error: 98.5941 - val_loss: 2502.6604 - val_mean_squared_error: 2502.6604 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 94.0624 - mean_squared_error: 94.0624 - val_loss: 2327.4126 - val_mean_squared_error: 2327.4126 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 93.6065 - mean_squared_error: 93.6065 - val_loss: 2324.2336 - val_mean_squared_error: 2324.2336 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 96.5133 - mean_squared_error: 96.5133 - val_loss: 2262.7163 - val_mean_squared_error: 2262.7163 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 89.6368 - mean_squared_error: 89.6368 - val_loss: 2218.3694 - val_mean_squared_error: 2218.3694 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 80.4162 - mean_squared_error: 80.4162 - val_loss: 2027.6079 - val_mean_squared_error: 2027.6079 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 86.1131 - mean_squared_error: 86.1131 - val_loss: 1872.1389 - val_mean_squared_error: 1872.1389 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 86.2385 - mean_squared_error: 86.2385 - val_loss: 2091.5669 - val_mean_squared_error: 2091.5669 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 78.9943 - mean_squared_error: 78.9943 - val_loss: 1875.4945 - val_mean_squared_error: 1875.4945 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 81.1731 - mean_squared_error: 81.1731 - val_loss: 1821.0813 - val_mean_squared_error: 1821.0813 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 87.6356 - mean_squared_error: 87.6356 - val_loss: 1799.8429 - val_mean_squared_error: 1799.8429 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 81.7603 - mean_squared_error: 81.7603 - val_loss: 1783.1949 - val_mean_squared_error: 1783.1949 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 77.3177 - mean_squared_error: 77.3177 - val_loss: 1846.2786 - val_mean_squared_error: 1846.2786 Epoch 25/25 81/81 [==============================] - 1s 10ms/step - loss: 76.6861 - mean_squared_error: 76.6861 - val_loss: 1706.0146 - val_mean_squared_error: 1706.0146
2022-12-09 12:46:32.815610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 39) (286, 39) Epoch 1/25
2022-12-09 12:46:33.482170: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2479.4426 - mean_squared_error: 2479.4426
2022-12-09 12:46:39.184113: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 64ms/step - loss: 2479.4426 - mean_squared_error: 2479.4426 - val_loss: 1042.1377 - val_mean_squared_error: 1042.1377 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 328.5026 - mean_squared_error: 328.5026 - val_loss: 1743.4382 - val_mean_squared_error: 1743.4381 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 231.3722 - mean_squared_error: 231.3722 - val_loss: 2207.5603 - val_mean_squared_error: 2207.5603 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 172.7437 - mean_squared_error: 172.7437 - val_loss: 2083.6384 - val_mean_squared_error: 2083.6384 Epoch 5/25 81/81 [==============================] - 1s 8ms/step - loss: 144.1144 - mean_squared_error: 144.1144 - val_loss: 1927.0795 - val_mean_squared_error: 1927.0795 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 135.2926 - mean_squared_error: 135.2926 - val_loss: 1629.9034 - val_mean_squared_error: 1629.9034 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 143.6160 - mean_squared_error: 143.6160 - val_loss: 1721.5283 - val_mean_squared_error: 1721.5283 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 129.8611 - mean_squared_error: 129.8611 - val_loss: 1994.4991 - val_mean_squared_error: 1994.4991 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 133.3616 - mean_squared_error: 133.3616 - val_loss: 1780.8824 - val_mean_squared_error: 1780.8824 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 126.1063 - mean_squared_error: 126.1063 - val_loss: 2201.0347 - val_mean_squared_error: 2201.0347 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 122.5820 - mean_squared_error: 122.5820 - val_loss: 1794.3162 - val_mean_squared_error: 1794.3162 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 121.8207 - mean_squared_error: 121.8207 - val_loss: 1880.9774 - val_mean_squared_error: 1880.9774 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 114.9076 - mean_squared_error: 114.9076 - val_loss: 1749.8883 - val_mean_squared_error: 1749.8883 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 120.0932 - mean_squared_error: 120.0932 - val_loss: 1544.4917 - val_mean_squared_error: 1544.4917 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 111.7857 - mean_squared_error: 111.7857 - val_loss: 1565.5386 - val_mean_squared_error: 1565.5386 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 110.0302 - mean_squared_error: 110.0302 - val_loss: 1629.9146 - val_mean_squared_error: 1629.9146 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 121.0166 - mean_squared_error: 121.0166 - val_loss: 1560.2346 - val_mean_squared_error: 1560.2346 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 112.6847 - mean_squared_error: 112.6847 - val_loss: 1343.6095 - val_mean_squared_error: 1343.6095 Epoch 19/25 81/81 [==============================] - 1s 10ms/step - loss: 105.3320 - mean_squared_error: 105.3320 - val_loss: 1316.6962 - val_mean_squared_error: 1316.6962 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 108.9571 - mean_squared_error: 108.9571 - val_loss: 998.8496 - val_mean_squared_error: 998.8496 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 100.1897 - mean_squared_error: 100.1897 - val_loss: 963.4318 - val_mean_squared_error: 963.4318 Epoch 22/25 81/81 [==============================] - 1s 14ms/step - loss: 106.7299 - mean_squared_error: 106.7299 - val_loss: 1358.0509 - val_mean_squared_error: 1358.0509 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 101.0999 - mean_squared_error: 101.0999 - val_loss: 1071.0957 - val_mean_squared_error: 1071.0957 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 99.6917 - mean_squared_error: 99.6917 - val_loss: 920.9104 - val_mean_squared_error: 920.9104 Epoch 25/25 81/81 [==============================] - 1s 11ms/step - loss: 91.5947 - mean_squared_error: 91.5947 - val_loss: 768.5043 - val_mean_squared_error: 768.5043
2022-12-09 12:46:58.445083: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0012920179712506896 Generation: 47 [[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 39) (286, 39) Epoch 1/25
2022-12-09 12:46:59.097534: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.2363 - mean_squared_error: 2439.2363
2022-12-09 12:47:04.886488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2439.2363 - mean_squared_error: 2439.2363 - val_loss: 1276.9625 - val_mean_squared_error: 1276.9625 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 308.8712 - mean_squared_error: 308.8712 - val_loss: 1861.4178 - val_mean_squared_error: 1861.4178 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 214.2974 - mean_squared_error: 214.2974 - val_loss: 2409.2288 - val_mean_squared_error: 2409.2288 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 162.2232 - mean_squared_error: 162.2232 - val_loss: 2459.4229 - val_mean_squared_error: 2459.4229 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 141.4376 - mean_squared_error: 141.4376 - val_loss: 2251.3877 - val_mean_squared_error: 2251.3877 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 138.1149 - mean_squared_error: 138.1149 - val_loss: 2332.0015 - val_mean_squared_error: 2332.0015 Epoch 7/25 81/81 [==============================] - 1s 11ms/step - loss: 126.7320 - mean_squared_error: 126.7320 - val_loss: 2532.3706 - val_mean_squared_error: 2532.3706 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 126.7897 - mean_squared_error: 126.7897 - val_loss: 2049.1729 - val_mean_squared_error: 2049.1729 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 129.8880 - mean_squared_error: 129.8880 - val_loss: 1926.5439 - val_mean_squared_error: 1926.5439 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 127.7773 - mean_squared_error: 127.7773 - val_loss: 2117.9434 - val_mean_squared_error: 2117.9434 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 121.7462 - mean_squared_error: 121.7462 - val_loss: 2002.9602 - val_mean_squared_error: 2002.9602 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 118.6074 - mean_squared_error: 118.6074 - val_loss: 1837.4257 - val_mean_squared_error: 1837.4257 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 112.6820 - mean_squared_error: 112.6820 - val_loss: 1806.8348 - val_mean_squared_error: 1806.8348 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 112.4111 - mean_squared_error: 112.4111 - val_loss: 1813.7301 - val_mean_squared_error: 1813.7301 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 114.1038 - mean_squared_error: 114.1038 - val_loss: 1430.5089 - val_mean_squared_error: 1430.5089 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 110.8315 - mean_squared_error: 110.8315 - val_loss: 1564.4268 - val_mean_squared_error: 1564.4268 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 109.5558 - mean_squared_error: 109.5558 - val_loss: 1436.6394 - val_mean_squared_error: 1436.6394 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 101.3095 - mean_squared_error: 101.3095 - val_loss: 1173.0536 - val_mean_squared_error: 1173.0536 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 98.6426 - mean_squared_error: 98.6426 - val_loss: 1029.6709 - val_mean_squared_error: 1029.6709 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 99.0033 - mean_squared_error: 99.0033 - val_loss: 1048.4197 - val_mean_squared_error: 1048.4197 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 96.7763 - mean_squared_error: 96.7763 - val_loss: 949.7984 - val_mean_squared_error: 949.7984 Epoch 22/25 81/81 [==============================] - 1s 14ms/step - loss: 99.2438 - mean_squared_error: 99.2438 - val_loss: 896.0383 - val_mean_squared_error: 896.0382 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 98.8775 - mean_squared_error: 98.8775 - val_loss: 1003.2044 - val_mean_squared_error: 1003.2044 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 87.7273 - mean_squared_error: 87.7273 - val_loss: 773.6007 - val_mean_squared_error: 773.6007 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 84.2600 - mean_squared_error: 84.2600 - val_loss: 858.6041 - val_mean_squared_error: 858.6041
2022-12-09 12:47:24.829424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:47:25.611767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2465.1262 - mean_squared_error: 2465.1262
2022-12-09 12:47:31.242334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2465.1262 - mean_squared_error: 2465.1262 - val_loss: 1290.5415 - val_mean_squared_error: 1290.5415 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 301.4988 - mean_squared_error: 301.4988 - val_loss: 1759.4469 - val_mean_squared_error: 1759.4469 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 204.7664 - mean_squared_error: 204.7664 - val_loss: 2363.7617 - val_mean_squared_error: 2363.7617 Epoch 4/25 81/81 [==============================] - 1s 11ms/step - loss: 161.8354 - mean_squared_error: 161.8354 - val_loss: 2511.5142 - val_mean_squared_error: 2511.5142 Epoch 5/25 81/81 [==============================] - 1s 15ms/step - loss: 140.3795 - mean_squared_error: 140.3795 - val_loss: 2614.4832 - val_mean_squared_error: 2614.4832 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 138.3640 - mean_squared_error: 138.3640 - val_loss: 2537.4409 - val_mean_squared_error: 2537.4409 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 139.6205 - mean_squared_error: 139.6205 - val_loss: 2625.3914 - val_mean_squared_error: 2625.3914 Epoch 8/25 81/81 [==============================] - 1s 11ms/step - loss: 125.1722 - mean_squared_error: 125.1722 - val_loss: 2629.6631 - val_mean_squared_error: 2629.6631 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 124.1589 - mean_squared_error: 124.1589 - val_loss: 2657.6614 - val_mean_squared_error: 2657.6614 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 119.7656 - mean_squared_error: 119.7656 - val_loss: 2643.3584 - val_mean_squared_error: 2643.3584 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 119.1434 - mean_squared_error: 119.1434 - val_loss: 2515.9395 - val_mean_squared_error: 2515.9395 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 118.6856 - mean_squared_error: 118.6856 - val_loss: 2228.5415 - val_mean_squared_error: 2228.5415 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 120.0304 - mean_squared_error: 120.0304 - val_loss: 2355.7173 - val_mean_squared_error: 2355.7173 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 120.0182 - mean_squared_error: 120.0182 - val_loss: 2413.3489 - val_mean_squared_error: 2413.3489 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 123.4490 - mean_squared_error: 123.4490 - val_loss: 2245.4358 - val_mean_squared_error: 2245.4358 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 112.5991 - mean_squared_error: 112.5991 - val_loss: 2167.9456 - val_mean_squared_error: 2167.9453 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 116.5648 - mean_squared_error: 116.5648 - val_loss: 2039.5822 - val_mean_squared_error: 2039.5822 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 114.6799 - mean_squared_error: 114.6799 - val_loss: 1924.0662 - val_mean_squared_error: 1924.0662 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 109.2190 - mean_squared_error: 109.2190 - val_loss: 1739.9581 - val_mean_squared_error: 1739.9581 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 106.2499 - mean_squared_error: 106.2499 - val_loss: 1528.8468 - val_mean_squared_error: 1528.8468 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 106.7629 - mean_squared_error: 106.7629 - val_loss: 1723.3536 - val_mean_squared_error: 1723.3536 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 99.9812 - mean_squared_error: 99.9812 - val_loss: 1624.7709 - val_mean_squared_error: 1624.7709 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 100.3136 - mean_squared_error: 100.3136 - val_loss: 1430.1514 - val_mean_squared_error: 1430.1514 Epoch 24/25 81/81 [==============================] - 1s 10ms/step - loss: 101.0389 - mean_squared_error: 101.0389 - val_loss: 1466.3407 - val_mean_squared_error: 1466.3407 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 91.0208 - mean_squared_error: 91.0208 - val_loss: 1588.1759 - val_mean_squared_error: 1588.1759
2022-12-09 12:47:50.105742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:47:50.787715: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2491.6057 - mean_squared_error: 2491.6057
2022-12-09 12:47:55.980296: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 56ms/step - loss: 2491.6057 - mean_squared_error: 2491.6057 - val_loss: 1231.7532 - val_mean_squared_error: 1231.7532 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 332.8865 - mean_squared_error: 332.8865 - val_loss: 1897.6853 - val_mean_squared_error: 1897.6853 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 244.9997 - mean_squared_error: 244.9997 - val_loss: 2409.3794 - val_mean_squared_error: 2409.3794 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 178.8835 - mean_squared_error: 178.8835 - val_loss: 2323.1123 - val_mean_squared_error: 2323.1123 Epoch 5/25 81/81 [==============================] - 1s 15ms/step - loss: 153.0655 - mean_squared_error: 153.0655 - val_loss: 2414.0469 - val_mean_squared_error: 2414.0469 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 147.4647 - mean_squared_error: 147.4647 - val_loss: 2356.5176 - val_mean_squared_error: 2356.5176 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 132.3119 - mean_squared_error: 132.3119 - val_loss: 2010.2180 - val_mean_squared_error: 2010.2180 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 129.7391 - mean_squared_error: 129.7391 - val_loss: 2292.4160 - val_mean_squared_error: 2292.4160 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 125.1093 - mean_squared_error: 125.1093 - val_loss: 2383.0154 - val_mean_squared_error: 2383.0154 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 134.2494 - mean_squared_error: 134.2494 - val_loss: 2084.3989 - val_mean_squared_error: 2084.3989 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 125.2322 - mean_squared_error: 125.2322 - val_loss: 2066.1340 - val_mean_squared_error: 2066.1340 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 124.3959 - mean_squared_error: 124.3959 - val_loss: 2317.2297 - val_mean_squared_error: 2317.2297 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 118.6991 - mean_squared_error: 118.6991 - val_loss: 2024.3116 - val_mean_squared_error: 2024.3114 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 123.5169 - mean_squared_error: 123.5169 - val_loss: 2046.6316 - val_mean_squared_error: 2046.6316 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 117.7928 - mean_squared_error: 117.7928 - val_loss: 1884.9980 - val_mean_squared_error: 1884.9980 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 118.9783 - mean_squared_error: 118.9783 - val_loss: 1885.6350 - val_mean_squared_error: 1885.6350 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 112.3795 - mean_squared_error: 112.3795 - val_loss: 1721.9342 - val_mean_squared_error: 1721.9342 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 112.0497 - mean_squared_error: 112.0497 - val_loss: 1794.8739 - val_mean_squared_error: 1794.8739 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 108.1692 - mean_squared_error: 108.1692 - val_loss: 1721.6621 - val_mean_squared_error: 1721.6621 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 110.4136 - mean_squared_error: 110.4136 - val_loss: 1551.3713 - val_mean_squared_error: 1551.3713 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 107.3344 - mean_squared_error: 107.3344 - val_loss: 1724.8947 - val_mean_squared_error: 1724.8947 Epoch 22/25 81/81 [==============================] - 1s 10ms/step - loss: 105.6162 - mean_squared_error: 105.6162 - val_loss: 1319.7920 - val_mean_squared_error: 1319.7920 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 94.4264 - mean_squared_error: 94.4264 - val_loss: 1275.2472 - val_mean_squared_error: 1275.2472 Epoch 24/25 81/81 [==============================] - 1s 10ms/step - loss: 98.6638 - mean_squared_error: 98.6638 - val_loss: 1363.7056 - val_mean_squared_error: 1363.7056 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 92.7263 - mean_squared_error: 92.7263 - val_loss: 1507.5223 - val_mean_squared_error: 1507.5223
2022-12-09 12:48:15.523124: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 45) (286, 45) Epoch 1/25
2022-12-09 12:48:16.255615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2414.6726 - mean_squared_error: 2414.6726
2022-12-09 12:48:21.615988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2414.6726 - mean_squared_error: 2414.6726 - val_loss: 950.1314 - val_mean_squared_error: 950.1314 Epoch 2/25 81/81 [==============================] - 2s 19ms/step - loss: 259.6223 - mean_squared_error: 259.6223 - val_loss: 1766.8027 - val_mean_squared_error: 1766.8027 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 159.9299 - mean_squared_error: 159.9299 - val_loss: 2352.4722 - val_mean_squared_error: 2352.4722 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 123.9133 - mean_squared_error: 123.9133 - val_loss: 2655.9832 - val_mean_squared_error: 2655.9832 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 118.3696 - mean_squared_error: 118.3696 - val_loss: 2716.9849 - val_mean_squared_error: 2716.9849 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 104.2364 - mean_squared_error: 104.2364 - val_loss: 2714.8594 - val_mean_squared_error: 2714.8594 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 102.0136 - mean_squared_error: 102.0136 - val_loss: 2815.9231 - val_mean_squared_error: 2815.9231 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 99.9018 - mean_squared_error: 99.9018 - val_loss: 2769.9175 - val_mean_squared_error: 2769.9175 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 95.5681 - mean_squared_error: 95.5681 - val_loss: 2819.2500 - val_mean_squared_error: 2819.2500 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 100.8711 - mean_squared_error: 100.8711 - val_loss: 2876.1687 - val_mean_squared_error: 2876.1687 Epoch 11/25 81/81 [==============================] - 1s 14ms/step - loss: 102.0385 - mean_squared_error: 102.0385 - val_loss: 2824.4868 - val_mean_squared_error: 2824.4868 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 95.5616 - mean_squared_error: 95.5616 - val_loss: 2753.3999 - val_mean_squared_error: 2753.3999 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 98.7499 - mean_squared_error: 98.7499 - val_loss: 2783.3369 - val_mean_squared_error: 2783.3367 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 91.7761 - mean_squared_error: 91.7761 - val_loss: 2692.9812 - val_mean_squared_error: 2692.9810 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 93.3070 - mean_squared_error: 93.3070 - val_loss: 2568.6655 - val_mean_squared_error: 2568.6655 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 92.9917 - mean_squared_error: 92.9917 - val_loss: 2650.7507 - val_mean_squared_error: 2650.7507 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 90.8774 - mean_squared_error: 90.8774 - val_loss: 2631.6233 - val_mean_squared_error: 2631.6233 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 90.8200 - mean_squared_error: 90.8200 - val_loss: 2490.3071 - val_mean_squared_error: 2490.3071 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 92.1748 - mean_squared_error: 92.1748 - val_loss: 2530.3340 - val_mean_squared_error: 2530.3340 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 90.1340 - mean_squared_error: 90.1340 - val_loss: 2519.5276 - val_mean_squared_error: 2519.5273 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 91.9744 - mean_squared_error: 91.9744 - val_loss: 2494.9011 - val_mean_squared_error: 2494.9011 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 83.6107 - mean_squared_error: 83.6107 - val_loss: 2360.3135 - val_mean_squared_error: 2360.3135 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 89.1395 - mean_squared_error: 89.1395 - val_loss: 2245.9634 - val_mean_squared_error: 2245.9634 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 84.4891 - mean_squared_error: 84.4891 - val_loss: 2246.7356 - val_mean_squared_error: 2246.7356 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 81.0425 - mean_squared_error: 81.0425 - val_loss: 2212.2695 - val_mean_squared_error: 2212.2695
2022-12-09 12:48:41.145727: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:48:41.842867: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2463.1482 - mean_squared_error: 2463.1482
2022-12-09 12:48:47.115397: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2463.1482 - mean_squared_error: 2463.1482 - val_loss: 872.2084 - val_mean_squared_error: 872.2084 Epoch 2/25 81/81 [==============================] - 2s 19ms/step - loss: 183.0136 - mean_squared_error: 183.0136 - val_loss: 1279.7941 - val_mean_squared_error: 1279.7941 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 83.8320 - mean_squared_error: 83.8320 - val_loss: 1938.7616 - val_mean_squared_error: 1938.7616 Epoch 4/25 81/81 [==============================] - 1s 8ms/step - loss: 70.0577 - mean_squared_error: 70.0577 - val_loss: 2459.0425 - val_mean_squared_error: 2459.0425 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 58.7960 - mean_squared_error: 58.7960 - val_loss: 2422.0242 - val_mean_squared_error: 2422.0242 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 60.1678 - mean_squared_error: 60.1678 - val_loss: 2601.2283 - val_mean_squared_error: 2601.2280 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 51.4542 - mean_squared_error: 51.4542 - val_loss: 2573.8215 - val_mean_squared_error: 2573.8215 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 47.5331 - mean_squared_error: 47.5331 - val_loss: 2584.3401 - val_mean_squared_error: 2584.3401 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 51.2238 - mean_squared_error: 51.2238 - val_loss: 2732.5342 - val_mean_squared_error: 2732.5342 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 41.7926 - mean_squared_error: 41.7926 - val_loss: 2503.2864 - val_mean_squared_error: 2503.2861 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 43.3139 - mean_squared_error: 43.3139 - val_loss: 2479.4524 - val_mean_squared_error: 2479.4524 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 41.1047 - mean_squared_error: 41.1047 - val_loss: 2436.5781 - val_mean_squared_error: 2436.5781 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 46.6917 - mean_squared_error: 46.6917 - val_loss: 2412.8999 - val_mean_squared_error: 2412.8999 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 53.6503 - mean_squared_error: 53.6503 - val_loss: 2243.2778 - val_mean_squared_error: 2243.2778 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 44.3824 - mean_squared_error: 44.3824 - val_loss: 2337.9863 - val_mean_squared_error: 2337.9863 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 44.1696 - mean_squared_error: 44.1696 - val_loss: 2255.8481 - val_mean_squared_error: 2255.8481 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 44.9712 - mean_squared_error: 44.9712 - val_loss: 2245.6516 - val_mean_squared_error: 2245.6516 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 45.4302 - mean_squared_error: 45.4302 - val_loss: 2101.3489 - val_mean_squared_error: 2101.3489 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 45.2439 - mean_squared_error: 45.2439 - val_loss: 2000.5878 - val_mean_squared_error: 2000.5878 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 39.6046 - mean_squared_error: 39.6046 - val_loss: 2098.4187 - val_mean_squared_error: 2098.4187 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 43.8788 - mean_squared_error: 43.8788 - val_loss: 1955.2111 - val_mean_squared_error: 1955.2111 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 47.5741 - mean_squared_error: 47.5741 - val_loss: 2077.0383 - val_mean_squared_error: 2077.0383 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 41.5236 - mean_squared_error: 41.5236 - val_loss: 2016.3138 - val_mean_squared_error: 2016.3138 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 49.7142 - mean_squared_error: 49.7142 - val_loss: 1758.9066 - val_mean_squared_error: 1758.9066 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 41.9840 - mean_squared_error: 41.9840 - val_loss: 1869.5399 - val_mean_squared_error: 1869.5399
2022-12-09 12:49:05.754504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0011613143811982074 Generation: 48 [[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 39) (286, 39) Epoch 1/25
2022-12-09 12:49:06.431100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2432.4888 - mean_squared_error: 2432.4888
2022-12-09 12:49:11.808445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2432.4888 - mean_squared_error: 2432.4888 - val_loss: 1118.3931 - val_mean_squared_error: 1118.3931 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 297.5722 - mean_squared_error: 297.5722 - val_loss: 1932.0402 - val_mean_squared_error: 1932.0402 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 201.0238 - mean_squared_error: 201.0238 - val_loss: 2454.0991 - val_mean_squared_error: 2454.0991 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 162.4155 - mean_squared_error: 162.4155 - val_loss: 2716.7363 - val_mean_squared_error: 2716.7363 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 144.7915 - mean_squared_error: 144.7915 - val_loss: 2678.4944 - val_mean_squared_error: 2678.4944 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 131.5656 - mean_squared_error: 131.5656 - val_loss: 2572.6340 - val_mean_squared_error: 2572.6340 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 128.9350 - mean_squared_error: 128.9350 - val_loss: 2684.2891 - val_mean_squared_error: 2684.2888 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 127.1877 - mean_squared_error: 127.1877 - val_loss: 2621.8821 - val_mean_squared_error: 2621.8821 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 128.5538 - mean_squared_error: 128.5538 - val_loss: 2676.9563 - val_mean_squared_error: 2676.9563 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 126.3867 - mean_squared_error: 126.3867 - val_loss: 2539.9148 - val_mean_squared_error: 2539.9148 Epoch 11/25 81/81 [==============================] - 1s 11ms/step - loss: 123.5372 - mean_squared_error: 123.5372 - val_loss: 2470.8406 - val_mean_squared_error: 2470.8406 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 122.9364 - mean_squared_error: 122.9364 - val_loss: 2396.4880 - val_mean_squared_error: 2396.4880 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 128.8098 - mean_squared_error: 128.8098 - val_loss: 2334.3054 - val_mean_squared_error: 2334.3054 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 123.6295 - mean_squared_error: 123.6295 - val_loss: 2357.7271 - val_mean_squared_error: 2357.7271 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 118.2867 - mean_squared_error: 118.2867 - val_loss: 2386.3306 - val_mean_squared_error: 2386.3306 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 115.0766 - mean_squared_error: 115.0766 - val_loss: 2261.0762 - val_mean_squared_error: 2261.0762 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 116.6410 - mean_squared_error: 116.6410 - val_loss: 2221.2246 - val_mean_squared_error: 2221.2246 Epoch 18/25 81/81 [==============================] - 1s 11ms/step - loss: 111.5442 - mean_squared_error: 111.5442 - val_loss: 2076.7559 - val_mean_squared_error: 2076.7559 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 104.7432 - mean_squared_error: 104.7432 - val_loss: 2130.8218 - val_mean_squared_error: 2130.8218 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 109.4154 - mean_squared_error: 109.4154 - val_loss: 1655.1580 - val_mean_squared_error: 1655.1580 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 105.1894 - mean_squared_error: 105.1894 - val_loss: 1837.7135 - val_mean_squared_error: 1837.7135 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 102.3946 - mean_squared_error: 102.3946 - val_loss: 1870.3722 - val_mean_squared_error: 1870.3722 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 97.4521 - mean_squared_error: 97.4521 - val_loss: 1677.6309 - val_mean_squared_error: 1677.6309 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 96.9361 - mean_squared_error: 96.9361 - val_loss: 1891.9021 - val_mean_squared_error: 1891.9021 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 95.6196 - mean_squared_error: 95.6196 - val_loss: 1761.4929 - val_mean_squared_error: 1761.4928
2022-12-09 12:49:31.484191: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:49:32.165032: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2507.7517 - mean_squared_error: 2507.7517
2022-12-09 12:49:37.492776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 58ms/step - loss: 2507.7517 - mean_squared_error: 2507.7517 - val_loss: 1502.8987 - val_mean_squared_error: 1502.8987 Epoch 2/25 81/81 [==============================] - 1s 10ms/step - loss: 322.2425 - mean_squared_error: 322.2425 - val_loss: 2278.9272 - val_mean_squared_error: 2278.9272 Epoch 3/25 81/81 [==============================] - 2s 19ms/step - loss: 229.1496 - mean_squared_error: 229.1496 - val_loss: 2400.8992 - val_mean_squared_error: 2400.8992 Epoch 4/25 81/81 [==============================] - 1s 9ms/step - loss: 161.7492 - mean_squared_error: 161.7492 - val_loss: 2591.0378 - val_mean_squared_error: 2591.0378 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 142.3818 - mean_squared_error: 142.3818 - val_loss: 2368.7942 - val_mean_squared_error: 2368.7942 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 143.4387 - mean_squared_error: 143.4387 - val_loss: 2419.1611 - val_mean_squared_error: 2419.1611 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 132.8649 - mean_squared_error: 132.8649 - val_loss: 2272.0955 - val_mean_squared_error: 2272.0955 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 130.8878 - mean_squared_error: 130.8878 - val_loss: 2342.9924 - val_mean_squared_error: 2342.9924 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 145.7892 - mean_squared_error: 145.7892 - val_loss: 2180.7944 - val_mean_squared_error: 2180.7942 Epoch 10/25 81/81 [==============================] - 1s 10ms/step - loss: 125.3512 - mean_squared_error: 125.3512 - val_loss: 2290.9873 - val_mean_squared_error: 2290.9873 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 124.8255 - mean_squared_error: 124.8255 - val_loss: 2108.0923 - val_mean_squared_error: 2108.0923 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 118.5608 - mean_squared_error: 118.5608 - val_loss: 2049.4478 - val_mean_squared_error: 2049.4478 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 123.2726 - mean_squared_error: 123.2726 - val_loss: 2105.7913 - val_mean_squared_error: 2105.7913 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 116.8625 - mean_squared_error: 116.8625 - val_loss: 2239.8025 - val_mean_squared_error: 2239.8025 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 113.6829 - mean_squared_error: 113.6829 - val_loss: 1881.9565 - val_mean_squared_error: 1881.9565 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 115.1218 - mean_squared_error: 115.1218 - val_loss: 1907.4196 - val_mean_squared_error: 1907.4196 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 111.6820 - mean_squared_error: 111.6820 - val_loss: 1796.8650 - val_mean_squared_error: 1796.8650 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 110.8856 - mean_squared_error: 110.8856 - val_loss: 1640.5863 - val_mean_squared_error: 1640.5863 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 101.1382 - mean_squared_error: 101.1382 - val_loss: 1499.0105 - val_mean_squared_error: 1499.0105 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 105.7820 - mean_squared_error: 105.7820 - val_loss: 1434.6346 - val_mean_squared_error: 1434.6346 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 101.2804 - mean_squared_error: 101.2804 - val_loss: 1394.0453 - val_mean_squared_error: 1394.0453 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 94.9792 - mean_squared_error: 94.9792 - val_loss: 1468.9904 - val_mean_squared_error: 1468.9904 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 91.8144 - mean_squared_error: 91.8144 - val_loss: 1400.8066 - val_mean_squared_error: 1400.8066 Epoch 24/25 81/81 [==============================] - 1s 9ms/step - loss: 95.7419 - mean_squared_error: 95.7419 - val_loss: 1079.6654 - val_mean_squared_error: 1079.6654 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 92.1709 - mean_squared_error: 92.1709 - val_loss: 1306.2908 - val_mean_squared_error: 1306.2908
2022-12-09 12:49:56.152817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:49:56.873410: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2501.0720 - mean_squared_error: 2501.0720
2022-12-09 12:50:02.562269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2501.0720 - mean_squared_error: 2501.0720 - val_loss: 966.6564 - val_mean_squared_error: 966.6564 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 301.1836 - mean_squared_error: 301.1836 - val_loss: 1582.3661 - val_mean_squared_error: 1582.3661 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 207.7199 - mean_squared_error: 207.7199 - val_loss: 2429.3860 - val_mean_squared_error: 2429.3860 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 162.0009 - mean_squared_error: 162.0009 - val_loss: 2625.7126 - val_mean_squared_error: 2625.7126 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 149.6522 - mean_squared_error: 149.6522 - val_loss: 2538.0354 - val_mean_squared_error: 2538.0354 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 141.7635 - mean_squared_error: 141.7635 - val_loss: 2671.5120 - val_mean_squared_error: 2671.5120 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 131.6166 - mean_squared_error: 131.6166 - val_loss: 2668.0593 - val_mean_squared_error: 2668.0593 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 129.3785 - mean_squared_error: 129.3785 - val_loss: 2621.4810 - val_mean_squared_error: 2621.4810 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 125.7668 - mean_squared_error: 125.7668 - val_loss: 2484.1204 - val_mean_squared_error: 2484.1204 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 129.2337 - mean_squared_error: 129.2337 - val_loss: 2584.4270 - val_mean_squared_error: 2584.4270 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 123.0669 - mean_squared_error: 123.0669 - val_loss: 2605.0237 - val_mean_squared_error: 2605.0234 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 127.2635 - mean_squared_error: 127.2635 - val_loss: 2493.0938 - val_mean_squared_error: 2493.0938 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 120.8267 - mean_squared_error: 120.8267 - val_loss: 2396.6353 - val_mean_squared_error: 2396.6353 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 126.5176 - mean_squared_error: 126.5176 - val_loss: 2390.2717 - val_mean_squared_error: 2390.2717 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 119.9214 - mean_squared_error: 119.9214 - val_loss: 2514.3701 - val_mean_squared_error: 2514.3701 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 112.6414 - mean_squared_error: 112.6414 - val_loss: 2315.6201 - val_mean_squared_error: 2315.6201 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 116.9473 - mean_squared_error: 116.9473 - val_loss: 2331.5945 - val_mean_squared_error: 2331.5945 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 114.1227 - mean_squared_error: 114.1227 - val_loss: 2105.6855 - val_mean_squared_error: 2105.6855 Epoch 19/25 81/81 [==============================] - 1s 14ms/step - loss: 119.6932 - mean_squared_error: 119.6932 - val_loss: 2176.4841 - val_mean_squared_error: 2176.4841 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 111.9255 - mean_squared_error: 111.9255 - val_loss: 2263.8804 - val_mean_squared_error: 2263.8804 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 115.1421 - mean_squared_error: 115.1421 - val_loss: 2003.6040 - val_mean_squared_error: 2003.6040 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 105.2452 - mean_squared_error: 105.2452 - val_loss: 1809.0601 - val_mean_squared_error: 1809.0601 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 106.0586 - mean_squared_error: 106.0586 - val_loss: 1855.3896 - val_mean_squared_error: 1855.3896 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 105.6720 - mean_squared_error: 105.6720 - val_loss: 1851.3081 - val_mean_squared_error: 1851.3081 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 99.7801 - mean_squared_error: 99.7801 - val_loss: 1764.3977 - val_mean_squared_error: 1764.3977
2022-12-09 12:50:21.896099: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:50:22.679665: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2451.3354 - mean_squared_error: 2451.3354
2022-12-09 12:50:28.115108: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 6s 59ms/step - loss: 2451.3354 - mean_squared_error: 2451.3354 - val_loss: 1096.6536 - val_mean_squared_error: 1096.6536 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 177.6975 - mean_squared_error: 177.6975 - val_loss: 1577.5953 - val_mean_squared_error: 1577.5953 Epoch 3/25 81/81 [==============================] - 1s 15ms/step - loss: 90.6469 - mean_squared_error: 90.6469 - val_loss: 2141.6926 - val_mean_squared_error: 2141.6926 Epoch 4/25 81/81 [==============================] - 1s 16ms/step - loss: 69.0166 - mean_squared_error: 69.0166 - val_loss: 2524.1150 - val_mean_squared_error: 2524.1150 Epoch 5/25 81/81 [==============================] - 1s 11ms/step - loss: 77.4140 - mean_squared_error: 77.4140 - val_loss: 2681.7786 - val_mean_squared_error: 2681.7783 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 61.3393 - mean_squared_error: 61.3393 - val_loss: 2724.9453 - val_mean_squared_error: 2724.9453 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 59.5841 - mean_squared_error: 59.5841 - val_loss: 2666.1465 - val_mean_squared_error: 2666.1465 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 52.9420 - mean_squared_error: 52.9420 - val_loss: 2715.9849 - val_mean_squared_error: 2715.9849 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 57.6409 - mean_squared_error: 57.6409 - val_loss: 2774.0220 - val_mean_squared_error: 2774.0220 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 51.2419 - mean_squared_error: 51.2419 - val_loss: 2614.4121 - val_mean_squared_error: 2614.4121 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 44.2066 - mean_squared_error: 44.2066 - val_loss: 2597.8423 - val_mean_squared_error: 2597.8423 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 44.8925 - mean_squared_error: 44.8925 - val_loss: 2511.3821 - val_mean_squared_error: 2511.3821 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 45.7839 - mean_squared_error: 45.7839 - val_loss: 2571.6001 - val_mean_squared_error: 2571.6001 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 52.4548 - mean_squared_error: 52.4548 - val_loss: 2503.9360 - val_mean_squared_error: 2503.9360 Epoch 15/25 81/81 [==============================] - 1s 10ms/step - loss: 47.8810 - mean_squared_error: 47.8810 - val_loss: 2432.2793 - val_mean_squared_error: 2432.2793 Epoch 16/25 81/81 [==============================] - 1s 11ms/step - loss: 43.3246 - mean_squared_error: 43.3246 - val_loss: 2492.8330 - val_mean_squared_error: 2492.8330 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 47.4958 - mean_squared_error: 47.4958 - val_loss: 2382.9761 - val_mean_squared_error: 2382.9761 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4654 - mean_squared_error: 44.4654 - val_loss: 2319.6167 - val_mean_squared_error: 2319.6167 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 46.7068 - mean_squared_error: 46.7068 - val_loss: 2325.3757 - val_mean_squared_error: 2325.3757 Epoch 20/25 81/81 [==============================] - 1s 9ms/step - loss: 46.9498 - mean_squared_error: 46.9498 - val_loss: 2111.8997 - val_mean_squared_error: 2111.8997 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 40.8388 - mean_squared_error: 40.8388 - val_loss: 2297.5154 - val_mean_squared_error: 2297.5154 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 47.3390 - mean_squared_error: 47.3390 - val_loss: 2295.2336 - val_mean_squared_error: 2295.2336 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 44.4703 - mean_squared_error: 44.4703 - val_loss: 2189.7300 - val_mean_squared_error: 2189.7300 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 40.9913 - mean_squared_error: 40.9913 - val_loss: 2070.0789 - val_mean_squared_error: 2070.0789 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 41.8981 - mean_squared_error: 41.8981 - val_loss: 2156.2141 - val_mean_squared_error: 2156.2141
2022-12-09 12:50:47.977866: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:50:48.763205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2516.5415 - mean_squared_error: 2516.5415
2022-12-09 12:50:54.344591: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2516.5415 - mean_squared_error: 2516.5415 - val_loss: 1136.3531 - val_mean_squared_error: 1136.3531 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 315.7213 - mean_squared_error: 315.7213 - val_loss: 1778.2236 - val_mean_squared_error: 1778.2236 Epoch 3/25 81/81 [==============================] - 1s 16ms/step - loss: 215.0559 - mean_squared_error: 215.0559 - val_loss: 2246.3787 - val_mean_squared_error: 2246.3787 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 161.5373 - mean_squared_error: 161.5373 - val_loss: 2185.7861 - val_mean_squared_error: 2185.7861 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 152.7061 - mean_squared_error: 152.7061 - val_loss: 2368.8591 - val_mean_squared_error: 2368.8591 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 140.2213 - mean_squared_error: 140.2213 - val_loss: 2477.5693 - val_mean_squared_error: 2477.5693 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 133.9938 - mean_squared_error: 133.9938 - val_loss: 2217.8713 - val_mean_squared_error: 2217.8713 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 128.2229 - mean_squared_error: 128.2229 - val_loss: 2167.4717 - val_mean_squared_error: 2167.4717 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 133.0015 - mean_squared_error: 133.0015 - val_loss: 2170.7634 - val_mean_squared_error: 2170.7632 Epoch 10/25 81/81 [==============================] - 1s 12ms/step - loss: 124.5533 - mean_squared_error: 124.5533 - val_loss: 1982.7708 - val_mean_squared_error: 1982.7708 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 124.8046 - mean_squared_error: 124.8046 - val_loss: 2091.4819 - val_mean_squared_error: 2091.4819 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 129.6423 - mean_squared_error: 129.6423 - val_loss: 2062.9258 - val_mean_squared_error: 2062.9258 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 124.0211 - mean_squared_error: 124.0211 - val_loss: 1635.5857 - val_mean_squared_error: 1635.5857 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 114.5588 - mean_squared_error: 114.5588 - val_loss: 1644.1449 - val_mean_squared_error: 1644.1449 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 117.8114 - mean_squared_error: 117.8114 - val_loss: 1818.1564 - val_mean_squared_error: 1818.1564 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 108.3937 - mean_squared_error: 108.3937 - val_loss: 1565.6743 - val_mean_squared_error: 1565.6743 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 112.6384 - mean_squared_error: 112.6384 - val_loss: 1398.2446 - val_mean_squared_error: 1398.2445 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 115.2357 - mean_squared_error: 115.2357 - val_loss: 1432.6046 - val_mean_squared_error: 1432.6046 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 108.3264 - mean_squared_error: 108.3264 - val_loss: 1228.6309 - val_mean_squared_error: 1228.6309 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 109.7990 - mean_squared_error: 109.7990 - val_loss: 1290.4215 - val_mean_squared_error: 1290.4215 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 103.2095 - mean_squared_error: 103.2095 - val_loss: 1522.9524 - val_mean_squared_error: 1522.9524 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 101.4884 - mean_squared_error: 101.4884 - val_loss: 1130.6388 - val_mean_squared_error: 1130.6388 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 95.4227 - mean_squared_error: 95.4227 - val_loss: 1307.1160 - val_mean_squared_error: 1307.1160 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 90.4081 - mean_squared_error: 90.4081 - val_loss: 1129.4674 - val_mean_squared_error: 1129.4674 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 96.1413 - mean_squared_error: 96.1413 - val_loss: 1452.9614 - val_mean_squared_error: 1452.9614
2022-12-09 12:51:13.483600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0007627009386956342 Generation: 49 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:51:14.279588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2473.3206 - mean_squared_error: 2473.3206
2022-12-09 12:51:19.945234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2473.3206 - mean_squared_error: 2473.3206 - val_loss: 1373.5846 - val_mean_squared_error: 1373.5846 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 338.3463 - mean_squared_error: 338.3463 - val_loss: 2252.5449 - val_mean_squared_error: 2252.5449 Epoch 3/25 81/81 [==============================] - 1s 9ms/step - loss: 233.2545 - mean_squared_error: 233.2545 - val_loss: 2442.2356 - val_mean_squared_error: 2442.2356 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 172.0429 - mean_squared_error: 172.0429 - val_loss: 2365.2720 - val_mean_squared_error: 2365.2720 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 142.4875 - mean_squared_error: 142.4875 - val_loss: 2372.8677 - val_mean_squared_error: 2372.8674 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 136.7477 - mean_squared_error: 136.7477 - val_loss: 2236.1560 - val_mean_squared_error: 2236.1560 Epoch 7/25 81/81 [==============================] - 1s 14ms/step - loss: 137.6400 - mean_squared_error: 137.6400 - val_loss: 2189.2959 - val_mean_squared_error: 2189.2959 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 132.0514 - mean_squared_error: 132.0514 - val_loss: 2286.7810 - val_mean_squared_error: 2286.7810 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 129.8318 - mean_squared_error: 129.8318 - val_loss: 2241.8096 - val_mean_squared_error: 2241.8096 Epoch 10/25 81/81 [==============================] - 1s 11ms/step - loss: 130.5917 - mean_squared_error: 130.5917 - val_loss: 2061.5518 - val_mean_squared_error: 2061.5518 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 127.5338 - mean_squared_error: 127.5338 - val_loss: 1966.2539 - val_mean_squared_error: 1966.2539 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 127.0179 - mean_squared_error: 127.0179 - val_loss: 2022.6798 - val_mean_squared_error: 2022.6798 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 122.2829 - mean_squared_error: 122.2829 - val_loss: 1969.2786 - val_mean_squared_error: 1969.2786 Epoch 14/25 81/81 [==============================] - 1s 10ms/step - loss: 120.6203 - mean_squared_error: 120.6203 - val_loss: 1801.3531 - val_mean_squared_error: 1801.3531 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 114.2426 - mean_squared_error: 114.2426 - val_loss: 1960.7135 - val_mean_squared_error: 1960.7135 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 121.0884 - mean_squared_error: 121.0884 - val_loss: 1611.2062 - val_mean_squared_error: 1611.2062 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 112.6997 - mean_squared_error: 112.6997 - val_loss: 1672.9698 - val_mean_squared_error: 1672.9698 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 114.4404 - mean_squared_error: 114.4404 - val_loss: 1552.7672 - val_mean_squared_error: 1552.7672 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 106.0300 - mean_squared_error: 106.0300 - val_loss: 1245.9323 - val_mean_squared_error: 1245.9323 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 113.0881 - mean_squared_error: 113.0881 - val_loss: 1268.3291 - val_mean_squared_error: 1268.3291 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 102.2232 - mean_squared_error: 102.2232 - val_loss: 997.2890 - val_mean_squared_error: 997.2890 Epoch 22/25 81/81 [==============================] - 1s 9ms/step - loss: 102.3692 - mean_squared_error: 102.3692 - val_loss: 1515.2207 - val_mean_squared_error: 1515.2207 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 98.3469 - mean_squared_error: 98.3469 - val_loss: 1001.0505 - val_mean_squared_error: 1001.0505 Epoch 24/25 81/81 [==============================] - 1s 16ms/step - loss: 92.4956 - mean_squared_error: 92.4956 - val_loss: 1028.9957 - val_mean_squared_error: 1028.9957 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 93.3502 - mean_squared_error: 93.3502 - val_loss: 1071.9874 - val_mean_squared_error: 1071.9874
2022-12-09 12:51:39.694154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:51:40.489480: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2396.0356 - mean_squared_error: 2396.0356
2022-12-09 12:51:46.615988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 68ms/step - loss: 2396.0356 - mean_squared_error: 2396.0356 - val_loss: 1300.9407 - val_mean_squared_error: 1300.9407 Epoch 2/25 81/81 [==============================] - 1s 14ms/step - loss: 312.5208 - mean_squared_error: 312.5208 - val_loss: 1928.0659 - val_mean_squared_error: 1928.0659 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 217.4303 - mean_squared_error: 217.4303 - val_loss: 2317.8716 - val_mean_squared_error: 2317.8716 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 167.2279 - mean_squared_error: 167.2279 - val_loss: 2318.4070 - val_mean_squared_error: 2318.4070 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 156.8250 - mean_squared_error: 156.8250 - val_loss: 1848.7201 - val_mean_squared_error: 1848.7201 Epoch 6/25 81/81 [==============================] - 1s 9ms/step - loss: 147.8778 - mean_squared_error: 147.8778 - val_loss: 2359.4180 - val_mean_squared_error: 2359.4180 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 136.0271 - mean_squared_error: 136.0271 - val_loss: 1918.5854 - val_mean_squared_error: 1918.5854 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 126.8432 - mean_squared_error: 126.8432 - val_loss: 1902.1219 - val_mean_squared_error: 1902.1219 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 127.5127 - mean_squared_error: 127.5127 - val_loss: 1949.8496 - val_mean_squared_error: 1949.8496 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 123.2403 - mean_squared_error: 123.2403 - val_loss: 2127.9595 - val_mean_squared_error: 2127.9595 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 131.1296 - mean_squared_error: 131.1296 - val_loss: 1915.2058 - val_mean_squared_error: 1915.2058 Epoch 12/25 81/81 [==============================] - 1s 9ms/step - loss: 121.7001 - mean_squared_error: 121.7001 - val_loss: 1625.7043 - val_mean_squared_error: 1625.7043 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 119.3744 - mean_squared_error: 119.3744 - val_loss: 1558.9473 - val_mean_squared_error: 1558.9473 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 125.2268 - mean_squared_error: 125.2268 - val_loss: 1543.7628 - val_mean_squared_error: 1543.7627 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 117.0053 - mean_squared_error: 117.0053 - val_loss: 1478.1350 - val_mean_squared_error: 1478.1350 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 129.5327 - mean_squared_error: 129.5327 - val_loss: 1343.2239 - val_mean_squared_error: 1343.2239 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 114.2120 - mean_squared_error: 114.2120 - val_loss: 1057.2651 - val_mean_squared_error: 1057.2651 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 115.7978 - mean_squared_error: 115.7978 - val_loss: 929.6243 - val_mean_squared_error: 929.6243 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 107.3324 - mean_squared_error: 107.3324 - val_loss: 917.7706 - val_mean_squared_error: 917.7706 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 101.6373 - mean_squared_error: 101.6373 - val_loss: 821.5380 - val_mean_squared_error: 821.5380 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 101.4114 - mean_squared_error: 101.4114 - val_loss: 735.1186 - val_mean_squared_error: 735.1186 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 101.5532 - mean_squared_error: 101.5532 - val_loss: 748.9917 - val_mean_squared_error: 748.9917 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 97.0052 - mean_squared_error: 97.0052 - val_loss: 742.6388 - val_mean_squared_error: 742.6388 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 97.9794 - mean_squared_error: 97.9794 - val_loss: 671.0739 - val_mean_squared_error: 671.0739 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 94.6914 - mean_squared_error: 94.6914 - val_loss: 655.4850 - val_mean_squared_error: 655.4850
2022-12-09 12:52:05.340855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 39) (286, 39) Epoch 1/25
2022-12-09 12:52:06.147096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2435.6589 - mean_squared_error: 2435.6589
2022-12-09 12:52:11.630734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 59ms/step - loss: 2435.6589 - mean_squared_error: 2435.6589 - val_loss: 1152.9790 - val_mean_squared_error: 1152.9790 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 311.0208 - mean_squared_error: 311.0208 - val_loss: 1931.5183 - val_mean_squared_error: 1931.5183 Epoch 3/25 81/81 [==============================] - 1s 13ms/step - loss: 226.2054 - mean_squared_error: 226.2054 - val_loss: 2335.9541 - val_mean_squared_error: 2335.9541 Epoch 4/25 81/81 [==============================] - 1s 15ms/step - loss: 166.3477 - mean_squared_error: 166.3477 - val_loss: 2171.4380 - val_mean_squared_error: 2171.4380 Epoch 5/25 81/81 [==============================] - 1s 10ms/step - loss: 151.1255 - mean_squared_error: 151.1255 - val_loss: 2322.4263 - val_mean_squared_error: 2322.4263 Epoch 6/25 81/81 [==============================] - 1s 12ms/step - loss: 139.1605 - mean_squared_error: 139.1605 - val_loss: 2125.1477 - val_mean_squared_error: 2125.1477 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 134.5877 - mean_squared_error: 134.5877 - val_loss: 2092.7913 - val_mean_squared_error: 2092.7910 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 125.0041 - mean_squared_error: 125.0041 - val_loss: 1997.2469 - val_mean_squared_error: 1997.2469 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 135.6076 - mean_squared_error: 135.6076 - val_loss: 1970.2758 - val_mean_squared_error: 1970.2758 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 133.9134 - mean_squared_error: 133.9134 - val_loss: 1885.6975 - val_mean_squared_error: 1885.6975 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 127.7024 - mean_squared_error: 127.7024 - val_loss: 1652.0981 - val_mean_squared_error: 1652.0981 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 128.1893 - mean_squared_error: 128.1893 - val_loss: 1573.5573 - val_mean_squared_error: 1573.5573 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 116.9923 - mean_squared_error: 116.9923 - val_loss: 1494.1182 - val_mean_squared_error: 1494.1182 Epoch 14/25 81/81 [==============================] - 1s 17ms/step - loss: 119.2920 - mean_squared_error: 119.2920 - val_loss: 1621.5219 - val_mean_squared_error: 1621.5219 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 112.0705 - mean_squared_error: 112.0705 - val_loss: 1479.1100 - val_mean_squared_error: 1479.1100 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 111.8307 - mean_squared_error: 111.8307 - val_loss: 1415.6851 - val_mean_squared_error: 1415.6849 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 101.3128 - mean_squared_error: 101.3128 - val_loss: 1316.3177 - val_mean_squared_error: 1316.3177 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 97.2820 - mean_squared_error: 97.2820 - val_loss: 1337.8115 - val_mean_squared_error: 1337.8115 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 96.5812 - mean_squared_error: 96.5812 - val_loss: 1257.5297 - val_mean_squared_error: 1257.5297 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 95.4859 - mean_squared_error: 95.4859 - val_loss: 1222.9111 - val_mean_squared_error: 1222.9111 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 98.0053 - mean_squared_error: 98.0053 - val_loss: 1061.0192 - val_mean_squared_error: 1061.0192 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 88.7936 - mean_squared_error: 88.7936 - val_loss: 1057.2750 - val_mean_squared_error: 1057.2750 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 91.6761 - mean_squared_error: 91.6761 - val_loss: 1012.3759 - val_mean_squared_error: 1012.3759 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 94.8181 - mean_squared_error: 94.8181 - val_loss: 843.1268 - val_mean_squared_error: 843.1268 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 92.9392 - mean_squared_error: 92.9392 - val_loss: 938.5020 - val_mean_squared_error: 938.5020
2022-12-09 12:52:31.301960: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:52:31.981781: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2476.9109 - mean_squared_error: 2476.9109
2022-12-09 12:52:37.464846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2476.9109 - mean_squared_error: 2476.9109 - val_loss: 1101.7853 - val_mean_squared_error: 1101.7852 Epoch 2/25 81/81 [==============================] - 1s 12ms/step - loss: 305.1395 - mean_squared_error: 305.1395 - val_loss: 1746.1779 - val_mean_squared_error: 1746.1779 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 206.2217 - mean_squared_error: 206.2217 - val_loss: 1973.7303 - val_mean_squared_error: 1973.7303 Epoch 4/25 81/81 [==============================] - 1s 8ms/step - loss: 157.7682 - mean_squared_error: 157.7682 - val_loss: 2122.5505 - val_mean_squared_error: 2122.5505 Epoch 5/25 81/81 [==============================] - 1s 17ms/step - loss: 148.4283 - mean_squared_error: 148.4283 - val_loss: 1922.4373 - val_mean_squared_error: 1922.4373 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 139.3004 - mean_squared_error: 139.3004 - val_loss: 2012.6187 - val_mean_squared_error: 2012.6187 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 133.6474 - mean_squared_error: 133.6474 - val_loss: 1747.1271 - val_mean_squared_error: 1747.1271 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 123.0206 - mean_squared_error: 123.0206 - val_loss: 1778.1371 - val_mean_squared_error: 1778.1371 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 129.9509 - mean_squared_error: 129.9509 - val_loss: 1768.2935 - val_mean_squared_error: 1768.2933 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 120.7984 - mean_squared_error: 120.7984 - val_loss: 1691.1744 - val_mean_squared_error: 1691.1744 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 121.4376 - mean_squared_error: 121.4376 - val_loss: 1621.6112 - val_mean_squared_error: 1621.6112 Epoch 12/25 81/81 [==============================] - 1s 10ms/step - loss: 121.4471 - mean_squared_error: 121.4471 - val_loss: 1568.2349 - val_mean_squared_error: 1568.2349 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 122.9890 - mean_squared_error: 122.9890 - val_loss: 1185.8330 - val_mean_squared_error: 1185.8330 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 119.2610 - mean_squared_error: 119.2610 - val_loss: 1318.0801 - val_mean_squared_error: 1318.0801 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 113.1114 - mean_squared_error: 113.1114 - val_loss: 1118.4886 - val_mean_squared_error: 1118.4886 Epoch 16/25 81/81 [==============================] - 1s 15ms/step - loss: 117.3923 - mean_squared_error: 117.3923 - val_loss: 1097.6899 - val_mean_squared_error: 1097.6899 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 114.8827 - mean_squared_error: 114.8827 - val_loss: 1122.5876 - val_mean_squared_error: 1122.5876 Epoch 18/25 81/81 [==============================] - 1s 10ms/step - loss: 112.3379 - mean_squared_error: 112.3379 - val_loss: 978.6141 - val_mean_squared_error: 978.6141 Epoch 19/25 81/81 [==============================] - 1s 9ms/step - loss: 105.6546 - mean_squared_error: 105.6546 - val_loss: 822.8080 - val_mean_squared_error: 822.8080 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 104.2074 - mean_squared_error: 104.2074 - val_loss: 717.2161 - val_mean_squared_error: 717.2161 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 106.2680 - mean_squared_error: 106.2680 - val_loss: 846.9055 - val_mean_squared_error: 846.9055 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 94.5121 - mean_squared_error: 94.5121 - val_loss: 590.4005 - val_mean_squared_error: 590.4005 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 97.1348 - mean_squared_error: 97.1348 - val_loss: 496.2442 - val_mean_squared_error: 496.2442 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 91.0482 - mean_squared_error: 91.0482 - val_loss: 598.1133 - val_mean_squared_error: 598.1133 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 96.6127 - mean_squared_error: 96.6127 - val_loss: 509.9999 - val_mean_squared_error: 509.9999
2022-12-09 12:52:57.278850: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/25
2022-12-09 12:52:58.079403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2465.4905 - mean_squared_error: 2465.4905
2022-12-09 12:53:03.554163: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2465.4905 - mean_squared_error: 2465.4905 - val_loss: 1196.8302 - val_mean_squared_error: 1196.8302 Epoch 2/25 81/81 [==============================] - 1s 11ms/step - loss: 219.6309 - mean_squared_error: 219.6309 - val_loss: 1342.3691 - val_mean_squared_error: 1342.3691 Epoch 3/25 81/81 [==============================] - 2s 22ms/step - loss: 93.0443 - mean_squared_error: 93.0443 - val_loss: 1865.3853 - val_mean_squared_error: 1865.3853 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 71.5166 - mean_squared_error: 71.5166 - val_loss: 2184.2258 - val_mean_squared_error: 2184.2258 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 56.2349 - mean_squared_error: 56.2349 - val_loss: 2451.1394 - val_mean_squared_error: 2451.1394 Epoch 6/25 81/81 [==============================] - 1s 10ms/step - loss: 62.0929 - mean_squared_error: 62.0929 - val_loss: 2586.0854 - val_mean_squared_error: 2586.0854 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 53.2687 - mean_squared_error: 53.2687 - val_loss: 2457.0315 - val_mean_squared_error: 2457.0315 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 48.7236 - mean_squared_error: 48.7236 - val_loss: 2581.6899 - val_mean_squared_error: 2581.6899 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 44.2041 - mean_squared_error: 44.2041 - val_loss: 2534.2971 - val_mean_squared_error: 2534.2971 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 38.5039 - mean_squared_error: 38.5039 - val_loss: 2546.0557 - val_mean_squared_error: 2546.0557 Epoch 11/25 81/81 [==============================] - 1s 9ms/step - loss: 47.9396 - mean_squared_error: 47.9396 - val_loss: 2557.9304 - val_mean_squared_error: 2557.9304 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 42.7714 - mean_squared_error: 42.7714 - val_loss: 2495.2085 - val_mean_squared_error: 2495.2085 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 51.4164 - mean_squared_error: 51.4164 - val_loss: 2518.4905 - val_mean_squared_error: 2518.4905 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 45.2955 - mean_squared_error: 45.2955 - val_loss: 2457.3022 - val_mean_squared_error: 2457.3022 Epoch 15/25 81/81 [==============================] - 1s 11ms/step - loss: 46.4736 - mean_squared_error: 46.4736 - val_loss: 2443.4250 - val_mean_squared_error: 2443.4250 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 42.8579 - mean_squared_error: 42.8579 - val_loss: 2501.6001 - val_mean_squared_error: 2501.6001 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 44.6735 - mean_squared_error: 44.6735 - val_loss: 2356.8511 - val_mean_squared_error: 2356.8511 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 40.5298 - mean_squared_error: 40.5298 - val_loss: 2451.1079 - val_mean_squared_error: 2451.1079 Epoch 19/25 81/81 [==============================] - 1s 11ms/step - loss: 46.2132 - mean_squared_error: 46.2132 - val_loss: 2298.3240 - val_mean_squared_error: 2298.3240 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 41.6110 - mean_squared_error: 41.6110 - val_loss: 2332.4346 - val_mean_squared_error: 2332.4346 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 40.8056 - mean_squared_error: 40.8056 - val_loss: 2355.3884 - val_mean_squared_error: 2355.3884 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 46.8582 - mean_squared_error: 46.8582 - val_loss: 2275.7246 - val_mean_squared_error: 2275.7246 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 45.3009 - mean_squared_error: 45.3009 - val_loss: 2176.1113 - val_mean_squared_error: 2176.1113 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 50.4156 - mean_squared_error: 50.4156 - val_loss: 2200.0776 - val_mean_squared_error: 2200.0776 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 51.9704 - mean_squared_error: 51.9704 - val_loss: 2061.2209 - val_mean_squared_error: 2061.2209
2022-12-09 12:53:23.026186: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0019431456356650513 [[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:53:23.712103: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2487.2263 - mean_squared_error: 2487.2263
2022-12-09 12:53:29.510505: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 63ms/step - loss: 2487.2263 - mean_squared_error: 2487.2263 - val_loss: 1054.2041 - val_mean_squared_error: 1054.2041 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 307.2032 - mean_squared_error: 307.2032 - val_loss: 1886.6097 - val_mean_squared_error: 1886.6097 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 216.3638 - mean_squared_error: 216.3638 - val_loss: 2298.2659 - val_mean_squared_error: 2298.2659 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 162.6634 - mean_squared_error: 162.6634 - val_loss: 2572.1943 - val_mean_squared_error: 2572.1943 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 145.0421 - mean_squared_error: 145.0421 - val_loss: 2438.8850 - val_mean_squared_error: 2438.8850 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 135.7238 - mean_squared_error: 135.7238 - val_loss: 2359.7139 - val_mean_squared_error: 2359.7136 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 136.6905 - mean_squared_error: 136.6905 - val_loss: 2351.7075 - val_mean_squared_error: 2351.7075 Epoch 8/25 81/81 [==============================] - 1s 10ms/step - loss: 129.5672 - mean_squared_error: 129.5672 - val_loss: 2354.0979 - val_mean_squared_error: 2354.0979 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 129.7587 - mean_squared_error: 129.7587 - val_loss: 2285.0447 - val_mean_squared_error: 2285.0447 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 117.4211 - mean_squared_error: 117.4211 - val_loss: 2412.1567 - val_mean_squared_error: 2412.1567 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 122.5423 - mean_squared_error: 122.5423 - val_loss: 2306.2117 - val_mean_squared_error: 2306.2117 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 123.0704 - mean_squared_error: 123.0704 - val_loss: 2422.4019 - val_mean_squared_error: 2422.4019 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 125.6901 - mean_squared_error: 125.6901 - val_loss: 2266.7466 - val_mean_squared_error: 2266.7466 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 122.0191 - mean_squared_error: 122.0191 - val_loss: 2059.6223 - val_mean_squared_error: 2059.6223 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 117.8160 - mean_squared_error: 117.8160 - val_loss: 2039.9270 - val_mean_squared_error: 2039.9270 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 120.7239 - mean_squared_error: 120.7239 - val_loss: 1975.2271 - val_mean_squared_error: 1975.2271 Epoch 17/25 81/81 [==============================] - 1s 10ms/step - loss: 121.8992 - mean_squared_error: 121.8992 - val_loss: 1978.8289 - val_mean_squared_error: 1978.8289 Epoch 18/25 81/81 [==============================] - 1s 9ms/step - loss: 111.2574 - mean_squared_error: 111.2574 - val_loss: 2098.1987 - val_mean_squared_error: 2098.1987 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 111.1540 - mean_squared_error: 111.1540 - val_loss: 1830.3503 - val_mean_squared_error: 1830.3503 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 108.5203 - mean_squared_error: 108.5203 - val_loss: 1776.9701 - val_mean_squared_error: 1776.9701 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 103.0456 - mean_squared_error: 103.0456 - val_loss: 1792.9900 - val_mean_squared_error: 1792.9900 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 102.2374 - mean_squared_error: 102.2374 - val_loss: 1802.0232 - val_mean_squared_error: 1802.0232 Epoch 23/25 81/81 [==============================] - 1s 10ms/step - loss: 95.3727 - mean_squared_error: 95.3727 - val_loss: 1821.8036 - val_mean_squared_error: 1821.8036 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 101.2331 - mean_squared_error: 101.2331 - val_loss: 1714.8490 - val_mean_squared_error: 1714.8490 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 91.2026 - mean_squared_error: 91.2026 - val_loss: 1627.3099 - val_mean_squared_error: 1627.3099
2022-12-09 12:53:48.680491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:53:49.495829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2455.0339 - mean_squared_error: 2455.0339
2022-12-09 12:53:55.928619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 71ms/step - loss: 2455.0339 - mean_squared_error: 2455.0339 - val_loss: 1193.4358 - val_mean_squared_error: 1193.4358 Epoch 2/25 81/81 [==============================] - 1s 13ms/step - loss: 321.4154 - mean_squared_error: 321.4154 - val_loss: 1796.3414 - val_mean_squared_error: 1796.3414 Epoch 3/25 81/81 [==============================] - 1s 10ms/step - loss: 219.7556 - mean_squared_error: 219.7556 - val_loss: 2281.2297 - val_mean_squared_error: 2281.2297 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 164.5675 - mean_squared_error: 164.5675 - val_loss: 2498.8945 - val_mean_squared_error: 2498.8945 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 147.9410 - mean_squared_error: 147.9410 - val_loss: 2433.4421 - val_mean_squared_error: 2433.4421 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 145.6159 - mean_squared_error: 145.6159 - val_loss: 2575.0071 - val_mean_squared_error: 2575.0071 Epoch 7/25 81/81 [==============================] - 1s 8ms/step - loss: 142.2157 - mean_squared_error: 142.2157 - val_loss: 2604.4998 - val_mean_squared_error: 2604.4998 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 138.0227 - mean_squared_error: 138.0227 - val_loss: 2686.3425 - val_mean_squared_error: 2686.3425 Epoch 9/25 81/81 [==============================] - 1s 9ms/step - loss: 127.2570 - mean_squared_error: 127.2570 - val_loss: 2614.9568 - val_mean_squared_error: 2614.9568 Epoch 10/25 81/81 [==============================] - 1s 9ms/step - loss: 134.6560 - mean_squared_error: 134.6560 - val_loss: 2369.4060 - val_mean_squared_error: 2369.4060 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 133.9297 - mean_squared_error: 133.9297 - val_loss: 2344.9058 - val_mean_squared_error: 2344.9058 Epoch 12/25 81/81 [==============================] - 1s 11ms/step - loss: 123.6877 - mean_squared_error: 123.6877 - val_loss: 2301.8257 - val_mean_squared_error: 2301.8257 Epoch 13/25 81/81 [==============================] - 1s 10ms/step - loss: 126.8844 - mean_squared_error: 126.8844 - val_loss: 2356.9028 - val_mean_squared_error: 2356.9028 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 124.0026 - mean_squared_error: 124.0026 - val_loss: 2172.7566 - val_mean_squared_error: 2172.7566 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 120.0518 - mean_squared_error: 120.0518 - val_loss: 2114.0820 - val_mean_squared_error: 2114.0820 Epoch 16/25 81/81 [==============================] - 1s 10ms/step - loss: 124.0732 - mean_squared_error: 124.0732 - val_loss: 2134.7959 - val_mean_squared_error: 2134.7959 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 119.2337 - mean_squared_error: 119.2337 - val_loss: 2085.3662 - val_mean_squared_error: 2085.3662 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 118.7258 - mean_squared_error: 118.7258 - val_loss: 1864.1547 - val_mean_squared_error: 1864.1547 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 119.9538 - mean_squared_error: 119.9538 - val_loss: 1856.6552 - val_mean_squared_error: 1856.6552 Epoch 20/25 81/81 [==============================] - 1s 10ms/step - loss: 113.2405 - mean_squared_error: 113.2405 - val_loss: 1939.7915 - val_mean_squared_error: 1939.7915 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 107.6225 - mean_squared_error: 107.6225 - val_loss: 1613.1897 - val_mean_squared_error: 1613.1897 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 110.5478 - mean_squared_error: 110.5478 - val_loss: 1617.5723 - val_mean_squared_error: 1617.5723 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 103.7654 - mean_squared_error: 103.7654 - val_loss: 1443.0959 - val_mean_squared_error: 1443.0959 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 96.0270 - mean_squared_error: 96.0270 - val_loss: 1625.0648 - val_mean_squared_error: 1625.0648 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 96.1921 - mean_squared_error: 96.1921 - val_loss: 1259.5228 - val_mean_squared_error: 1259.5228
2022-12-09 12:54:14.644942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.12548801 ... 0. 0. 0. ] [0.6737802 0.73846771 0.15281651 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07933631 ... 0. 0. 0. ] [1. 0.71099077 0.07306191 ... 0. 0. 0. ] [0.99225423 0.72482952 0.08951478 ... 0. 0. 0. ]] (2577, 39) (286, 39) Epoch 1/25
2022-12-09 12:54:15.422976: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2439.9922 - mean_squared_error: 2439.9922
2022-12-09 12:54:21.234580: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 62ms/step - loss: 2439.9922 - mean_squared_error: 2439.9922 - val_loss: 1339.2738 - val_mean_squared_error: 1339.2738 Epoch 2/25 81/81 [==============================] - 1s 15ms/step - loss: 320.3918 - mean_squared_error: 320.3918 - val_loss: 1912.9261 - val_mean_squared_error: 1912.9261 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 220.9767 - mean_squared_error: 220.9767 - val_loss: 2535.7095 - val_mean_squared_error: 2535.7095 Epoch 4/25 81/81 [==============================] - 1s 10ms/step - loss: 165.8675 - mean_squared_error: 165.8675 - val_loss: 2558.3267 - val_mean_squared_error: 2558.3267 Epoch 5/25 81/81 [==============================] - 1s 13ms/step - loss: 149.2431 - mean_squared_error: 149.2431 - val_loss: 2521.7009 - val_mean_squared_error: 2521.7009 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 143.1779 - mean_squared_error: 143.1779 - val_loss: 2553.0576 - val_mean_squared_error: 2553.0576 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 138.3218 - mean_squared_error: 138.3218 - val_loss: 2488.4680 - val_mean_squared_error: 2488.4680 Epoch 8/25 81/81 [==============================] - 1s 8ms/step - loss: 127.6832 - mean_squared_error: 127.6832 - val_loss: 2508.7036 - val_mean_squared_error: 2508.7036 Epoch 9/25 81/81 [==============================] - 1s 16ms/step - loss: 132.8247 - mean_squared_error: 132.8247 - val_loss: 2420.9333 - val_mean_squared_error: 2420.9333 Epoch 10/25 81/81 [==============================] - 1s 17ms/step - loss: 126.2793 - mean_squared_error: 126.2793 - val_loss: 2435.5562 - val_mean_squared_error: 2435.5562 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 125.4342 - mean_squared_error: 125.4342 - val_loss: 2386.2732 - val_mean_squared_error: 2386.2732 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 122.9319 - mean_squared_error: 122.9319 - val_loss: 2339.0801 - val_mean_squared_error: 2339.0801 Epoch 13/25 81/81 [==============================] - 1s 8ms/step - loss: 118.6837 - mean_squared_error: 118.6837 - val_loss: 2408.0591 - val_mean_squared_error: 2408.0591 Epoch 14/25 81/81 [==============================] - 1s 9ms/step - loss: 119.7079 - mean_squared_error: 119.7079 - val_loss: 2072.9570 - val_mean_squared_error: 2072.9570 Epoch 15/25 81/81 [==============================] - 1s 8ms/step - loss: 117.5896 - mean_squared_error: 117.5896 - val_loss: 2038.3474 - val_mean_squared_error: 2038.3474 Epoch 16/25 81/81 [==============================] - 1s 11ms/step - loss: 114.5788 - mean_squared_error: 114.5788 - val_loss: 2089.8782 - val_mean_squared_error: 2089.8782 Epoch 17/25 81/81 [==============================] - 1s 9ms/step - loss: 116.4953 - mean_squared_error: 116.4953 - val_loss: 1914.3263 - val_mean_squared_error: 1914.3263 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 103.3958 - mean_squared_error: 103.3958 - val_loss: 1936.9055 - val_mean_squared_error: 1936.9055 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 104.1535 - mean_squared_error: 104.1535 - val_loss: 1908.7242 - val_mean_squared_error: 1908.7242 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 105.6881 - mean_squared_error: 105.6881 - val_loss: 1582.2931 - val_mean_squared_error: 1582.2931 Epoch 21/25 81/81 [==============================] - 1s 8ms/step - loss: 98.2510 - mean_squared_error: 98.2510 - val_loss: 1804.6676 - val_mean_squared_error: 1804.6676 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 90.5079 - mean_squared_error: 90.5079 - val_loss: 1683.6354 - val_mean_squared_error: 1683.6354 Epoch 23/25 81/81 [==============================] - 1s 8ms/step - loss: 92.3622 - mean_squared_error: 92.3622 - val_loss: 1645.5491 - val_mean_squared_error: 1645.5491 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 92.9716 - mean_squared_error: 92.9716 - val_loss: 1804.6440 - val_mean_squared_error: 1804.6440 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 90.0915 - mean_squared_error: 90.0915 - val_loss: 1856.0089 - val_mean_squared_error: 1856.0089
2022-12-09 12:54:41.324130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 42) (286, 42) Epoch 1/25
2022-12-09 12:54:42.097689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2510.5212 - mean_squared_error: 2510.5212
2022-12-09 12:54:47.727525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 58ms/step - loss: 2510.5212 - mean_squared_error: 2510.5212 - val_loss: 1256.2865 - val_mean_squared_error: 1256.2865 Epoch 2/25 81/81 [==============================] - 1s 17ms/step - loss: 325.7375 - mean_squared_error: 325.7375 - val_loss: 1893.1298 - val_mean_squared_error: 1893.1298 Epoch 3/25 81/81 [==============================] - 1s 12ms/step - loss: 223.2894 - mean_squared_error: 223.2894 - val_loss: 2253.3350 - val_mean_squared_error: 2253.3350 Epoch 4/25 81/81 [==============================] - 1s 12ms/step - loss: 165.3351 - mean_squared_error: 165.3351 - val_loss: 2624.6299 - val_mean_squared_error: 2624.6299 Epoch 5/25 81/81 [==============================] - 1s 12ms/step - loss: 153.8172 - mean_squared_error: 153.8172 - val_loss: 2525.0969 - val_mean_squared_error: 2525.0969 Epoch 6/25 81/81 [==============================] - 1s 8ms/step - loss: 137.2528 - mean_squared_error: 137.2528 - val_loss: 2564.5549 - val_mean_squared_error: 2564.5549 Epoch 7/25 81/81 [==============================] - 1s 9ms/step - loss: 134.4614 - mean_squared_error: 134.4614 - val_loss: 2521.1094 - val_mean_squared_error: 2521.1094 Epoch 8/25 81/81 [==============================] - 1s 17ms/step - loss: 134.6447 - mean_squared_error: 134.6447 - val_loss: 2590.9326 - val_mean_squared_error: 2590.9326 Epoch 9/25 81/81 [==============================] - 1s 8ms/step - loss: 132.2674 - mean_squared_error: 132.2674 - val_loss: 2600.1682 - val_mean_squared_error: 2600.1682 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 126.0237 - mean_squared_error: 126.0237 - val_loss: 2426.1663 - val_mean_squared_error: 2426.1663 Epoch 11/25 81/81 [==============================] - 1s 10ms/step - loss: 119.2859 - mean_squared_error: 119.2859 - val_loss: 2502.2561 - val_mean_squared_error: 2502.2561 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 126.3175 - mean_squared_error: 126.3175 - val_loss: 2414.9016 - val_mean_squared_error: 2414.9016 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 124.1258 - mean_squared_error: 124.1258 - val_loss: 2525.7644 - val_mean_squared_error: 2525.7644 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 125.0680 - mean_squared_error: 125.0680 - val_loss: 2436.9871 - val_mean_squared_error: 2436.9871 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 120.3503 - mean_squared_error: 120.3503 - val_loss: 2306.6519 - val_mean_squared_error: 2306.6519 Epoch 16/25 81/81 [==============================] - 1s 9ms/step - loss: 122.0920 - mean_squared_error: 122.0920 - val_loss: 2127.5476 - val_mean_squared_error: 2127.5476 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 117.8831 - mean_squared_error: 117.8831 - val_loss: 2011.7653 - val_mean_squared_error: 2011.7653 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 119.0675 - mean_squared_error: 119.0675 - val_loss: 1822.0089 - val_mean_squared_error: 1822.0089 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 107.9385 - mean_squared_error: 107.9385 - val_loss: 2049.2742 - val_mean_squared_error: 2049.2742 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 109.8759 - mean_squared_error: 109.8759 - val_loss: 2022.1316 - val_mean_squared_error: 2022.1316 Epoch 21/25 81/81 [==============================] - 1s 10ms/step - loss: 112.7916 - mean_squared_error: 112.7916 - val_loss: 1954.1836 - val_mean_squared_error: 1954.1836 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 102.8521 - mean_squared_error: 102.8521 - val_loss: 1822.6418 - val_mean_squared_error: 1822.6418 Epoch 23/25 81/81 [==============================] - 1s 9ms/step - loss: 103.2834 - mean_squared_error: 103.2834 - val_loss: 1476.8346 - val_mean_squared_error: 1476.8346 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 94.1554 - mean_squared_error: 94.1554 - val_loss: 1769.8127 - val_mean_squared_error: 1769.8127 Epoch 25/25 81/81 [==============================] - 1s 8ms/step - loss: 102.2998 - mean_squared_error: 102.2998 - val_loss: 1737.6339 - val_mean_squared_error: 1737.6339
2022-12-09 12:55:07.313494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.12548801 0.43662912 ... 0. 0. 0. ] [0.6737802 0.15281651 0.44309554 ... 0. 0. 0. ] [0.65978331 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.99012252 0.07933631 0.74735086 ... 0. 0. 0. ] [1. 0.07306191 0.76512307 ... 0. 0. 0. ] [0.99225423 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/25
2022-12-09 12:55:08.083613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 2462.4666 - mean_squared_error: 2462.4666
2022-12-09 12:55:13.619802: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 2462.4666 - mean_squared_error: 2462.4666 - val_loss: 1301.1477 - val_mean_squared_error: 1301.1477 Epoch 2/25 81/81 [==============================] - 2s 20ms/step - loss: 324.4162 - mean_squared_error: 324.4162 - val_loss: 2000.9550 - val_mean_squared_error: 2000.9550 Epoch 3/25 81/81 [==============================] - 1s 11ms/step - loss: 221.7138 - mean_squared_error: 221.7138 - val_loss: 2350.7717 - val_mean_squared_error: 2350.7717 Epoch 4/25 81/81 [==============================] - 1s 13ms/step - loss: 169.4448 - mean_squared_error: 169.4448 - val_loss: 2467.2683 - val_mean_squared_error: 2467.2683 Epoch 5/25 81/81 [==============================] - 1s 9ms/step - loss: 153.8614 - mean_squared_error: 153.8614 - val_loss: 2366.0371 - val_mean_squared_error: 2366.0371 Epoch 6/25 81/81 [==============================] - 1s 11ms/step - loss: 131.2595 - mean_squared_error: 131.2595 - val_loss: 2200.0833 - val_mean_squared_error: 2200.0833 Epoch 7/25 81/81 [==============================] - 1s 10ms/step - loss: 137.3705 - mean_squared_error: 137.3705 - val_loss: 2347.4758 - val_mean_squared_error: 2347.4758 Epoch 8/25 81/81 [==============================] - 1s 9ms/step - loss: 135.2416 - mean_squared_error: 135.2416 - val_loss: 2088.0745 - val_mean_squared_error: 2088.0745 Epoch 9/25 81/81 [==============================] - 1s 10ms/step - loss: 127.8802 - mean_squared_error: 127.8802 - val_loss: 2373.9624 - val_mean_squared_error: 2373.9624 Epoch 10/25 81/81 [==============================] - 1s 8ms/step - loss: 135.5824 - mean_squared_error: 135.5824 - val_loss: 2428.1550 - val_mean_squared_error: 2428.1548 Epoch 11/25 81/81 [==============================] - 1s 8ms/step - loss: 130.7247 - mean_squared_error: 130.7247 - val_loss: 2556.9773 - val_mean_squared_error: 2556.9773 Epoch 12/25 81/81 [==============================] - 1s 8ms/step - loss: 133.8555 - mean_squared_error: 133.8555 - val_loss: 2060.9612 - val_mean_squared_error: 2060.9612 Epoch 13/25 81/81 [==============================] - 1s 9ms/step - loss: 135.4419 - mean_squared_error: 135.4419 - val_loss: 2205.4373 - val_mean_squared_error: 2205.4373 Epoch 14/25 81/81 [==============================] - 1s 8ms/step - loss: 127.9884 - mean_squared_error: 127.9884 - val_loss: 2058.3174 - val_mean_squared_error: 2058.3174 Epoch 15/25 81/81 [==============================] - 1s 9ms/step - loss: 119.6609 - mean_squared_error: 119.6609 - val_loss: 1949.5839 - val_mean_squared_error: 1949.5839 Epoch 16/25 81/81 [==============================] - 1s 8ms/step - loss: 118.2050 - mean_squared_error: 118.2050 - val_loss: 2044.6571 - val_mean_squared_error: 2044.6569 Epoch 17/25 81/81 [==============================] - 1s 8ms/step - loss: 117.6400 - mean_squared_error: 117.6400 - val_loss: 1886.9755 - val_mean_squared_error: 1886.9755 Epoch 18/25 81/81 [==============================] - 1s 8ms/step - loss: 111.7526 - mean_squared_error: 111.7526 - val_loss: 1737.4750 - val_mean_squared_error: 1737.4750 Epoch 19/25 81/81 [==============================] - 1s 8ms/step - loss: 109.3506 - mean_squared_error: 109.3506 - val_loss: 1560.7086 - val_mean_squared_error: 1560.7086 Epoch 20/25 81/81 [==============================] - 1s 8ms/step - loss: 110.5663 - mean_squared_error: 110.5663 - val_loss: 1545.6649 - val_mean_squared_error: 1545.6649 Epoch 21/25 81/81 [==============================] - 1s 9ms/step - loss: 111.1005 - mean_squared_error: 111.1005 - val_loss: 1378.3191 - val_mean_squared_error: 1378.3191 Epoch 22/25 81/81 [==============================] - 1s 8ms/step - loss: 102.2527 - mean_squared_error: 102.2527 - val_loss: 1584.0587 - val_mean_squared_error: 1584.0587 Epoch 23/25 81/81 [==============================] - 1s 14ms/step - loss: 102.5665 - mean_squared_error: 102.5665 - val_loss: 1265.9871 - val_mean_squared_error: 1265.9871 Epoch 24/25 81/81 [==============================] - 1s 8ms/step - loss: 101.0671 - mean_squared_error: 101.0671 - val_loss: 1492.7566 - val_mean_squared_error: 1492.7566 Epoch 25/25 81/81 [==============================] - 1s 9ms/step - loss: 92.0510 - mean_squared_error: 92.0510 - val_loss: 1112.0535 - val_mean_squared_error: 1112.0535
2022-12-09 12:55:33.585619: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 4 best_solution : [1 0 0 0 0 1 0 1 0 1 1 1 0 0 1 0 0 1 0 0 1 1 0 0 0 0 1 0 1 0 1 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 1 1 0 0 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 1] Selected indices : [ 0 5 7 9 10 11 14 17 20 21 26 28 30 33 34 35 36 47 48 49 50 51 53 54 58 60 62 63 65 66 67 68 69 70 74 75 76 77 78 79 80] Number of selected elements : 41 Best solution fitness : 0.0008951445973968857
reduced_data_inputs = data_inputs[:, [ 0 , 5 , 7, 9, 10, 11, 14 ,17, 20, 21, 26, 28, 30, 33, 34, 35, 36, 47, 48, 49, 50, 51, 53, 54,
58, 60, 62, 63, 65, 66, 67, 68, 69, 70, 74, 75, 76, 77, 78, 79, 80]]
train_data_ann = reduced_data_inputs[train_indices, :]
test_data_ann = reduced_data_inputs[test_indices, :]
train_data_ann.shape
(2577, 41)
y_train_ann = data_outputs[train_indices]
y_test_ann = data_outputs[test_indices]
model_nn = Sequential()
model_nn.add(Dense(128, activation = 'sigmoid',input_shape = (train_data_ann.shape[1],)))
model_nn.add(Dropout(0.2))
model_nn.add(BatchNormalization())
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(1, activation='relu'))
opt = Adam()
model_nn.compile(optimizer=opt, loss='mean_squared_error', metrics='mean_squared_error')
history_nn = model_nn.fit(train_data_ann, y_train_ann, epochs = 100, validation_data = [test_data_ann, y_test_ann])
2022-12-09 16:43:09.995501: W tensorflow/core/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz 2022-12-09 16:43:10.145530: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Epoch 1/100 81/81 [==============================] - 1s 9ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/100 8/81 [=>............................] - ETA: 0s - loss: 6440.0654 - mean_squared_error: 6440.0654
2022-12-09 16:43:11.052232: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 5/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 6/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 7/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 8/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 9/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 10/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 11/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 12/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 13/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 14/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 15/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 16/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 17/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 18/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 19/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 20/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 21/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 22/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 23/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 24/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 25/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 26/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 27/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 28/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 29/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6733 - mean_squared_error: 6334.6733 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 30/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 31/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 32/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6733 - mean_squared_error: 6334.6733 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 33/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 34/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 35/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 36/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 37/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 38/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 39/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 40/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 41/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 42/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 43/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 44/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 45/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 46/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 47/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 48/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 49/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 50/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6704 - mean_squared_error: 6334.6704 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 51/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 52/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6719 - mean_squared_error: 6334.6719 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 53/100 81/81 [==============================] - 1s 7ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 54/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 55/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 56/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 57/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6729 - mean_squared_error: 6334.6729 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 58/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 59/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6709 - mean_squared_error: 6334.6709 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 60/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 61/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 62/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6714 - mean_squared_error: 6334.6714 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 63/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 64/100 81/81 [==============================] - 1s 8ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 65/100 81/81 [==============================] - 1s 8ms/step - loss: 6322.5117 - mean_squared_error: 6322.5117 - val_loss: 2989.6125 - val_mean_squared_error: 2989.6125 Epoch 66/100 81/81 [==============================] - 1s 8ms/step - loss: 702.4682 - mean_squared_error: 702.4682 - val_loss: 2562.2031 - val_mean_squared_error: 2562.2031 Epoch 67/100 81/81 [==============================] - 1s 7ms/step - loss: 167.7946 - mean_squared_error: 167.7946 - val_loss: 2079.3723 - val_mean_squared_error: 2079.3723 Epoch 68/100 81/81 [==============================] - 1s 7ms/step - loss: 147.1697 - mean_squared_error: 147.1697 - val_loss: 2258.4800 - val_mean_squared_error: 2258.4800 Epoch 69/100 81/81 [==============================] - 1s 8ms/step - loss: 142.5865 - mean_squared_error: 142.5865 - val_loss: 2051.7507 - val_mean_squared_error: 2051.7505 Epoch 70/100 81/81 [==============================] - 1s 8ms/step - loss: 138.2778 - mean_squared_error: 138.2778 - val_loss: 2124.7263 - val_mean_squared_error: 2124.7263 Epoch 71/100 81/81 [==============================] - 1s 8ms/step - loss: 129.6876 - mean_squared_error: 129.6876 - val_loss: 2064.8970 - val_mean_squared_error: 2064.8970 Epoch 72/100 81/81 [==============================] - 1s 8ms/step - loss: 129.3446 - mean_squared_error: 129.3446 - val_loss: 1944.3743 - val_mean_squared_error: 1944.3743 Epoch 73/100 81/81 [==============================] - 1s 8ms/step - loss: 132.5877 - mean_squared_error: 132.5877 - val_loss: 1835.8247 - val_mean_squared_error: 1835.8247 Epoch 74/100 81/81 [==============================] - 1s 8ms/step - loss: 123.4942 - mean_squared_error: 123.4942 - val_loss: 1746.5275 - val_mean_squared_error: 1746.5275 Epoch 75/100 81/81 [==============================] - 1s 8ms/step - loss: 118.3493 - mean_squared_error: 118.3493 - val_loss: 1602.7944 - val_mean_squared_error: 1602.7944 Epoch 76/100 81/81 [==============================] - 1s 8ms/step - loss: 121.2151 - mean_squared_error: 121.2151 - val_loss: 1628.8861 - val_mean_squared_error: 1628.8861 Epoch 77/100 81/81 [==============================] - 1s 8ms/step - loss: 115.1444 - mean_squared_error: 115.1444 - val_loss: 1258.4623 - val_mean_squared_error: 1258.4623 Epoch 78/100 81/81 [==============================] - 1s 7ms/step - loss: 115.0989 - mean_squared_error: 115.0989 - val_loss: 1195.8456 - val_mean_squared_error: 1195.8456 Epoch 79/100 81/81 [==============================] - 1s 8ms/step - loss: 109.2188 - mean_squared_error: 109.2188 - val_loss: 1145.2429 - val_mean_squared_error: 1145.2429 Epoch 80/100 81/81 [==============================] - 1s 8ms/step - loss: 115.3049 - mean_squared_error: 115.3049 - val_loss: 1053.3711 - val_mean_squared_error: 1053.3711 Epoch 81/100 81/81 [==============================] - 1s 8ms/step - loss: 112.9429 - mean_squared_error: 112.9429 - val_loss: 1149.2200 - val_mean_squared_error: 1149.2200 Epoch 82/100 81/81 [==============================] - 1s 8ms/step - loss: 100.8549 - mean_squared_error: 100.8549 - val_loss: 992.7377 - val_mean_squared_error: 992.7377 Epoch 83/100 81/81 [==============================] - 1s 8ms/step - loss: 102.4521 - mean_squared_error: 102.4521 - val_loss: 883.2311 - val_mean_squared_error: 883.2311 Epoch 84/100 81/81 [==============================] - 1s 8ms/step - loss: 103.7124 - mean_squared_error: 103.7124 - val_loss: 1074.7314 - val_mean_squared_error: 1074.7314 Epoch 85/100 81/81 [==============================] - 1s 8ms/step - loss: 96.5222 - mean_squared_error: 96.5222 - val_loss: 871.7490 - val_mean_squared_error: 871.7490 Epoch 86/100 81/81 [==============================] - 1s 8ms/step - loss: 99.2997 - mean_squared_error: 99.2997 - val_loss: 788.4041 - val_mean_squared_error: 788.4041 Epoch 87/100 81/81 [==============================] - 1s 8ms/step - loss: 100.9195 - mean_squared_error: 100.9195 - val_loss: 709.0814 - val_mean_squared_error: 709.0814 Epoch 88/100 81/81 [==============================] - 1s 8ms/step - loss: 98.0730 - mean_squared_error: 98.0730 - val_loss: 612.5357 - val_mean_squared_error: 612.5357 Epoch 89/100 81/81 [==============================] - 1s 8ms/step - loss: 89.6764 - mean_squared_error: 89.6764 - val_loss: 627.9725 - val_mean_squared_error: 627.9725 Epoch 90/100 81/81 [==============================] - 1s 8ms/step - loss: 87.5772 - mean_squared_error: 87.5772 - val_loss: 853.0435 - val_mean_squared_error: 853.0435 Epoch 91/100 81/81 [==============================] - 1s 8ms/step - loss: 87.7942 - mean_squared_error: 87.7942 - val_loss: 704.4908 - val_mean_squared_error: 704.4908 Epoch 92/100 81/81 [==============================] - 1s 8ms/step - loss: 84.9635 - mean_squared_error: 84.9635 - val_loss: 674.9868 - val_mean_squared_error: 674.9868 Epoch 93/100 81/81 [==============================] - 1s 8ms/step - loss: 84.6088 - mean_squared_error: 84.6088 - val_loss: 601.9120 - val_mean_squared_error: 601.9120 Epoch 94/100 81/81 [==============================] - 1s 8ms/step - loss: 79.7513 - mean_squared_error: 79.7513 - val_loss: 742.5476 - val_mean_squared_error: 742.5476 Epoch 95/100 81/81 [==============================] - 1s 8ms/step - loss: 79.8271 - mean_squared_error: 79.8271 - val_loss: 590.5106 - val_mean_squared_error: 590.5106 Epoch 96/100 81/81 [==============================] - 1s 8ms/step - loss: 84.8335 - mean_squared_error: 84.8335 - val_loss: 553.4356 - val_mean_squared_error: 553.4356 Epoch 97/100 81/81 [==============================] - 1s 7ms/step - loss: 77.4249 - mean_squared_error: 77.4249 - val_loss: 459.4814 - val_mean_squared_error: 459.4814 Epoch 98/100 81/81 [==============================] - 1s 7ms/step - loss: 80.3979 - mean_squared_error: 80.3979 - val_loss: 515.1418 - val_mean_squared_error: 515.1418 Epoch 99/100 81/81 [==============================] - 1s 8ms/step - loss: 78.1820 - mean_squared_error: 78.1820 - val_loss: 397.8671 - val_mean_squared_error: 397.8671 Epoch 100/100 81/81 [==============================] - 1s 8ms/step - loss: 76.9606 - mean_squared_error: 76.9606 - val_loss: 344.2016 - val_mean_squared_error: 344.2016
y_pred__test_ga_nn = model_nn.predict(test_data_ann)
y_pred__train_ga_nn = model_nn.predict(train_data_ann)
2022-12-09 16:44:16.813375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
#Main Architechture ANN
model_nn = Sequential()
model_nn.add(Dense(128, activation = 'sigmoid',input_shape = (X_train.shape[1],)))
model_nn.add(Dropout(0.2))
model_nn.add(BatchNormalization())
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(128, activation = 'relu'))
model_nn.add(Dense(1, activation='relu'))
opt = Adam()
model_nn.compile(optimizer=opt, loss='mean_squared_error', metrics='mean_squared_error')
history_nn = model_nn.fit(X_train, y_train, epochs = 100,
validation_data = [X_test, y_test])
Epoch 1/100 1/81 [..............................] - ETA: 25s - loss: 5526.8862 - mean_squared_error: 5526.8862
2022-12-09 17:17:10.563268: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 1s 10ms/step - loss: 6334.6724 - mean_squared_error: 6334.6724 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/100 8/81 [=>............................] - ETA: 0s - loss: 6339.9668 - mean_squared_error: 6339.9668
2022-12-09 17:17:11.442433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 1s 8ms/step - loss: 6334.6631 - mean_squared_error: 6334.6631 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/100 81/81 [==============================] - 1s 8ms/step - loss: 1747.6044 - mean_squared_error: 1747.6044 - val_loss: 1564.3827 - val_mean_squared_error: 1564.3827 Epoch 4/100 81/81 [==============================] - 1s 8ms/step - loss: 72.3302 - mean_squared_error: 72.3302 - val_loss: 1900.6294 - val_mean_squared_error: 1900.6294 Epoch 5/100 81/81 [==============================] - 1s 8ms/step - loss: 54.8067 - mean_squared_error: 54.8067 - val_loss: 2106.8301 - val_mean_squared_error: 2106.8301 Epoch 6/100 81/81 [==============================] - 1s 8ms/step - loss: 49.1724 - mean_squared_error: 49.1724 - val_loss: 2147.6216 - val_mean_squared_error: 2147.6216 Epoch 7/100 81/81 [==============================] - 1s 8ms/step - loss: 42.7373 - mean_squared_error: 42.7373 - val_loss: 2233.4321 - val_mean_squared_error: 2233.4321 Epoch 8/100 81/81 [==============================] - 1s 8ms/step - loss: 39.3994 - mean_squared_error: 39.3994 - val_loss: 2281.6738 - val_mean_squared_error: 2281.6738 Epoch 9/100 81/81 [==============================] - 1s 8ms/step - loss: 38.6420 - mean_squared_error: 38.6420 - val_loss: 2193.5852 - val_mean_squared_error: 2193.5852 Epoch 10/100 81/81 [==============================] - 1s 8ms/step - loss: 38.8651 - mean_squared_error: 38.8651 - val_loss: 2209.5571 - val_mean_squared_error: 2209.5571 Epoch 11/100 81/81 [==============================] - 1s 8ms/step - loss: 43.0868 - mean_squared_error: 43.0868 - val_loss: 2266.3347 - val_mean_squared_error: 2266.3347 Epoch 12/100 81/81 [==============================] - 1s 8ms/step - loss: 40.9041 - mean_squared_error: 40.9041 - val_loss: 2144.6250 - val_mean_squared_error: 2144.6250 Epoch 13/100 81/81 [==============================] - 1s 8ms/step - loss: 38.9563 - mean_squared_error: 38.9563 - val_loss: 2029.2386 - val_mean_squared_error: 2029.2386 Epoch 14/100 81/81 [==============================] - 1s 8ms/step - loss: 30.6986 - mean_squared_error: 30.6986 - val_loss: 2095.4822 - val_mean_squared_error: 2095.4822 Epoch 15/100 81/81 [==============================] - 1s 8ms/step - loss: 39.9870 - mean_squared_error: 39.9870 - val_loss: 2070.7480 - val_mean_squared_error: 2070.7480 Epoch 16/100 81/81 [==============================] - 1s 8ms/step - loss: 41.4760 - mean_squared_error: 41.4760 - val_loss: 1935.4486 - val_mean_squared_error: 1935.4486 Epoch 17/100 81/81 [==============================] - 1s 8ms/step - loss: 40.0728 - mean_squared_error: 40.0728 - val_loss: 2160.9487 - val_mean_squared_error: 2160.9487 Epoch 18/100 81/81 [==============================] - 1s 8ms/step - loss: 34.1476 - mean_squared_error: 34.1476 - val_loss: 1975.4473 - val_mean_squared_error: 1975.4473 Epoch 19/100 81/81 [==============================] - 1s 8ms/step - loss: 44.3044 - mean_squared_error: 44.3044 - val_loss: 1869.0446 - val_mean_squared_error: 1869.0446 Epoch 20/100 81/81 [==============================] - 1s 8ms/step - loss: 34.2134 - mean_squared_error: 34.2134 - val_loss: 1812.9460 - val_mean_squared_error: 1812.9460 Epoch 21/100 81/81 [==============================] - 1s 8ms/step - loss: 35.7597 - mean_squared_error: 35.7597 - val_loss: 1726.0461 - val_mean_squared_error: 1726.0461 Epoch 22/100 81/81 [==============================] - 1s 8ms/step - loss: 36.2443 - mean_squared_error: 36.2443 - val_loss: 1707.1045 - val_mean_squared_error: 1707.1045 Epoch 23/100 81/81 [==============================] - 1s 8ms/step - loss: 32.3756 - mean_squared_error: 32.3756 - val_loss: 1682.9875 - val_mean_squared_error: 1682.9875 Epoch 24/100 81/81 [==============================] - 1s 8ms/step - loss: 34.5654 - mean_squared_error: 34.5654 - val_loss: 1687.9838 - val_mean_squared_error: 1687.9838 Epoch 25/100 81/81 [==============================] - 1s 8ms/step - loss: 35.6989 - mean_squared_error: 35.6989 - val_loss: 1728.9198 - val_mean_squared_error: 1728.9198 Epoch 26/100 81/81 [==============================] - 1s 8ms/step - loss: 35.3952 - mean_squared_error: 35.3952 - val_loss: 1660.1007 - val_mean_squared_error: 1660.1007 Epoch 27/100 81/81 [==============================] - 1s 8ms/step - loss: 36.5092 - mean_squared_error: 36.5092 - val_loss: 1418.7063 - val_mean_squared_error: 1418.7063 Epoch 28/100 81/81 [==============================] - 1s 8ms/step - loss: 37.8989 - mean_squared_error: 37.8989 - val_loss: 1758.6995 - val_mean_squared_error: 1758.6995 Epoch 29/100 81/81 [==============================] - 1s 8ms/step - loss: 42.9441 - mean_squared_error: 42.9441 - val_loss: 1437.5389 - val_mean_squared_error: 1437.5389 Epoch 30/100 81/81 [==============================] - 1s 8ms/step - loss: 36.9662 - mean_squared_error: 36.9662 - val_loss: 1391.8309 - val_mean_squared_error: 1391.8309 Epoch 31/100 81/81 [==============================] - 1s 8ms/step - loss: 29.7418 - mean_squared_error: 29.7418 - val_loss: 1576.3597 - val_mean_squared_error: 1576.3597 Epoch 32/100 81/81 [==============================] - 1s 8ms/step - loss: 30.6758 - mean_squared_error: 30.6758 - val_loss: 1565.0532 - val_mean_squared_error: 1565.0532 Epoch 33/100 81/81 [==============================] - 1s 8ms/step - loss: 35.8518 - mean_squared_error: 35.8518 - val_loss: 1538.6613 - val_mean_squared_error: 1538.6613 Epoch 34/100 81/81 [==============================] - 1s 8ms/step - loss: 36.5330 - mean_squared_error: 36.5330 - val_loss: 1526.6255 - val_mean_squared_error: 1526.6255 Epoch 35/100 81/81 [==============================] - 1s 8ms/step - loss: 32.4391 - mean_squared_error: 32.4391 - val_loss: 1496.3749 - val_mean_squared_error: 1496.3749 Epoch 36/100 81/81 [==============================] - 1s 8ms/step - loss: 33.8167 - mean_squared_error: 33.8167 - val_loss: 1518.7776 - val_mean_squared_error: 1518.7776 Epoch 37/100 81/81 [==============================] - 1s 8ms/step - loss: 30.2128 - mean_squared_error: 30.2128 - val_loss: 1355.7388 - val_mean_squared_error: 1355.7386 Epoch 38/100 81/81 [==============================] - 1s 8ms/step - loss: 33.5150 - mean_squared_error: 33.5150 - val_loss: 1487.9640 - val_mean_squared_error: 1487.9640 Epoch 39/100 81/81 [==============================] - 1s 8ms/step - loss: 34.2013 - mean_squared_error: 34.2013 - val_loss: 1399.2528 - val_mean_squared_error: 1399.2528 Epoch 40/100 81/81 [==============================] - 1s 8ms/step - loss: 28.7668 - mean_squared_error: 28.7668 - val_loss: 1366.4402 - val_mean_squared_error: 1366.4402 Epoch 41/100 81/81 [==============================] - 1s 8ms/step - loss: 34.1814 - mean_squared_error: 34.1814 - val_loss: 1329.1292 - val_mean_squared_error: 1329.1292 Epoch 42/100 81/81 [==============================] - 1s 8ms/step - loss: 28.8237 - mean_squared_error: 28.8237 - val_loss: 1263.3940 - val_mean_squared_error: 1263.3940 Epoch 43/100 81/81 [==============================] - 1s 8ms/step - loss: 35.4947 - mean_squared_error: 35.4947 - val_loss: 1455.4680 - val_mean_squared_error: 1455.4680 Epoch 44/100 81/81 [==============================] - 1s 8ms/step - loss: 26.6467 - mean_squared_error: 26.6467 - val_loss: 1185.8441 - val_mean_squared_error: 1185.8441 Epoch 45/100 81/81 [==============================] - 1s 8ms/step - loss: 34.6517 - mean_squared_error: 34.6517 - val_loss: 1350.9700 - val_mean_squared_error: 1350.9700 Epoch 46/100 81/81 [==============================] - 1s 8ms/step - loss: 33.0527 - mean_squared_error: 33.0527 - val_loss: 1237.7695 - val_mean_squared_error: 1237.7695 Epoch 47/100 81/81 [==============================] - 1s 8ms/step - loss: 29.8159 - mean_squared_error: 29.8159 - val_loss: 1159.9984 - val_mean_squared_error: 1159.9984 Epoch 48/100 81/81 [==============================] - 1s 8ms/step - loss: 35.0053 - mean_squared_error: 35.0053 - val_loss: 1678.6833 - val_mean_squared_error: 1678.6833 Epoch 49/100 81/81 [==============================] - 1s 9ms/step - loss: 27.9078 - mean_squared_error: 27.9078 - val_loss: 1256.7440 - val_mean_squared_error: 1256.7440 Epoch 50/100 81/81 [==============================] - 1s 8ms/step - loss: 27.1958 - mean_squared_error: 27.1958 - val_loss: 1234.7739 - val_mean_squared_error: 1234.7739 Epoch 51/100 81/81 [==============================] - 1s 8ms/step - loss: 30.3254 - mean_squared_error: 30.3254 - val_loss: 1068.0604 - val_mean_squared_error: 1068.0604 Epoch 52/100 81/81 [==============================] - 1s 8ms/step - loss: 27.4170 - mean_squared_error: 27.4170 - val_loss: 1322.2581 - val_mean_squared_error: 1322.2581 Epoch 53/100 81/81 [==============================] - 1s 8ms/step - loss: 25.0730 - mean_squared_error: 25.0730 - val_loss: 1207.5504 - val_mean_squared_error: 1207.5504 Epoch 54/100 81/81 [==============================] - 1s 8ms/step - loss: 29.2681 - mean_squared_error: 29.2681 - val_loss: 1110.3348 - val_mean_squared_error: 1110.3348 Epoch 55/100 81/81 [==============================] - 1s 8ms/step - loss: 27.2573 - mean_squared_error: 27.2573 - val_loss: 1195.2094 - val_mean_squared_error: 1195.2094 Epoch 56/100 81/81 [==============================] - 1s 8ms/step - loss: 26.5684 - mean_squared_error: 26.5684 - val_loss: 1145.2035 - val_mean_squared_error: 1145.2035 Epoch 57/100 81/81 [==============================] - 1s 8ms/step - loss: 24.1101 - mean_squared_error: 24.1101 - val_loss: 960.0526 - val_mean_squared_error: 960.0526 Epoch 58/100 81/81 [==============================] - 1s 7ms/step - loss: 31.9539 - mean_squared_error: 31.9539 - val_loss: 1183.9668 - val_mean_squared_error: 1183.9668 Epoch 59/100 81/81 [==============================] - 1s 7ms/step - loss: 27.3851 - mean_squared_error: 27.3851 - val_loss: 1158.4030 - val_mean_squared_error: 1158.4030 Epoch 60/100 81/81 [==============================] - 1s 8ms/step - loss: 27.7595 - mean_squared_error: 27.7595 - val_loss: 1308.2737 - val_mean_squared_error: 1308.2737 Epoch 61/100 81/81 [==============================] - 1s 8ms/step - loss: 22.8585 - mean_squared_error: 22.8585 - val_loss: 1182.7795 - val_mean_squared_error: 1182.7795 Epoch 62/100 81/81 [==============================] - 1s 8ms/step - loss: 28.2295 - mean_squared_error: 28.2295 - val_loss: 1155.2911 - val_mean_squared_error: 1155.2911 Epoch 63/100 81/81 [==============================] - 1s 8ms/step - loss: 29.3590 - mean_squared_error: 29.3590 - val_loss: 967.9388 - val_mean_squared_error: 967.9388 Epoch 64/100 81/81 [==============================] - 1s 8ms/step - loss: 23.8962 - mean_squared_error: 23.8962 - val_loss: 1063.1406 - val_mean_squared_error: 1063.1406 Epoch 65/100 81/81 [==============================] - 1s 8ms/step - loss: 25.5377 - mean_squared_error: 25.5377 - val_loss: 1222.8542 - val_mean_squared_error: 1222.8542 Epoch 66/100 81/81 [==============================] - 1s 8ms/step - loss: 25.9025 - mean_squared_error: 25.9025 - val_loss: 1067.4923 - val_mean_squared_error: 1067.4923 Epoch 67/100 81/81 [==============================] - 1s 8ms/step - loss: 27.5574 - mean_squared_error: 27.5574 - val_loss: 993.5450 - val_mean_squared_error: 993.5450 Epoch 68/100 81/81 [==============================] - 1s 8ms/step - loss: 27.0941 - mean_squared_error: 27.0941 - val_loss: 1121.9958 - val_mean_squared_error: 1121.9958 Epoch 69/100 81/81 [==============================] - 1s 8ms/step - loss: 21.6754 - mean_squared_error: 21.6754 - val_loss: 1152.4788 - val_mean_squared_error: 1152.4788 Epoch 70/100 81/81 [==============================] - 1s 9ms/step - loss: 27.4994 - mean_squared_error: 27.4994 - val_loss: 800.1244 - val_mean_squared_error: 800.1244 Epoch 71/100 81/81 [==============================] - 1s 10ms/step - loss: 24.9558 - mean_squared_error: 24.9558 - val_loss: 959.6923 - val_mean_squared_error: 959.6923 Epoch 72/100 81/81 [==============================] - 1s 8ms/step - loss: 26.0471 - mean_squared_error: 26.0471 - val_loss: 1192.9941 - val_mean_squared_error: 1192.9941 Epoch 73/100 81/81 [==============================] - 1s 8ms/step - loss: 26.6168 - mean_squared_error: 26.6168 - val_loss: 926.8901 - val_mean_squared_error: 926.8901 Epoch 74/100 81/81 [==============================] - 1s 8ms/step - loss: 25.8059 - mean_squared_error: 25.8059 - val_loss: 946.4683 - val_mean_squared_error: 946.4683 Epoch 75/100 81/81 [==============================] - 1s 8ms/step - loss: 24.7733 - mean_squared_error: 24.7733 - val_loss: 1001.5833 - val_mean_squared_error: 1001.5833 Epoch 76/100 81/81 [==============================] - 1s 8ms/step - loss: 25.2519 - mean_squared_error: 25.2519 - val_loss: 1045.1542 - val_mean_squared_error: 1045.1541 Epoch 77/100 81/81 [==============================] - 1s 8ms/step - loss: 22.3246 - mean_squared_error: 22.3246 - val_loss: 1106.0219 - val_mean_squared_error: 1106.0219 Epoch 78/100 81/81 [==============================] - 1s 8ms/step - loss: 23.7462 - mean_squared_error: 23.7462 - val_loss: 1151.8929 - val_mean_squared_error: 1151.8929 Epoch 79/100 81/81 [==============================] - 1s 8ms/step - loss: 22.8883 - mean_squared_error: 22.8883 - val_loss: 1127.8688 - val_mean_squared_error: 1127.8688 Epoch 80/100 81/81 [==============================] - 1s 8ms/step - loss: 24.5986 - mean_squared_error: 24.5986 - val_loss: 921.5747 - val_mean_squared_error: 921.5747 Epoch 81/100 81/81 [==============================] - 1s 8ms/step - loss: 25.1967 - mean_squared_error: 25.1967 - val_loss: 1052.8248 - val_mean_squared_error: 1052.8248 Epoch 82/100 81/81 [==============================] - 1s 8ms/step - loss: 26.5214 - mean_squared_error: 26.5214 - val_loss: 1038.0441 - val_mean_squared_error: 1038.0441 Epoch 83/100 81/81 [==============================] - 1s 8ms/step - loss: 22.5153 - mean_squared_error: 22.5153 - val_loss: 1091.1796 - val_mean_squared_error: 1091.1796 Epoch 84/100 81/81 [==============================] - 1s 8ms/step - loss: 24.6146 - mean_squared_error: 24.6146 - val_loss: 868.6038 - val_mean_squared_error: 868.6038 Epoch 85/100 81/81 [==============================] - 1s 8ms/step - loss: 27.5688 - mean_squared_error: 27.5688 - val_loss: 1117.9799 - val_mean_squared_error: 1117.9799 Epoch 86/100 81/81 [==============================] - 1s 8ms/step - loss: 20.5549 - mean_squared_error: 20.5549 - val_loss: 996.0103 - val_mean_squared_error: 996.0103 Epoch 87/100 81/81 [==============================] - 1s 8ms/step - loss: 20.8087 - mean_squared_error: 20.8087 - val_loss: 894.9278 - val_mean_squared_error: 894.9278 Epoch 88/100 81/81 [==============================] - 1s 8ms/step - loss: 21.1017 - mean_squared_error: 21.1017 - val_loss: 882.6274 - val_mean_squared_error: 882.6274 Epoch 89/100 81/81 [==============================] - 1s 8ms/step - loss: 22.9732 - mean_squared_error: 22.9732 - val_loss: 1019.8044 - val_mean_squared_error: 1019.8044 Epoch 90/100 81/81 [==============================] - 1s 8ms/step - loss: 23.1910 - mean_squared_error: 23.1910 - val_loss: 1063.9961 - val_mean_squared_error: 1063.9961 Epoch 91/100 81/81 [==============================] - 1s 8ms/step - loss: 23.0422 - mean_squared_error: 23.0422 - val_loss: 759.1998 - val_mean_squared_error: 759.1998 Epoch 92/100 81/81 [==============================] - 1s 8ms/step - loss: 23.2884 - mean_squared_error: 23.2884 - val_loss: 933.0878 - val_mean_squared_error: 933.0878 Epoch 93/100 81/81 [==============================] - 1s 8ms/step - loss: 22.2951 - mean_squared_error: 22.2951 - val_loss: 1040.7745 - val_mean_squared_error: 1040.7745 Epoch 94/100 81/81 [==============================] - 1s 8ms/step - loss: 23.6692 - mean_squared_error: 23.6692 - val_loss: 793.8560 - val_mean_squared_error: 793.8560 Epoch 95/100 81/81 [==============================] - 1s 8ms/step - loss: 21.5573 - mean_squared_error: 21.5573 - val_loss: 983.3247 - val_mean_squared_error: 983.3247 Epoch 96/100 81/81 [==============================] - 1s 8ms/step - loss: 23.4569 - mean_squared_error: 23.4569 - val_loss: 826.7446 - val_mean_squared_error: 826.7446 Epoch 97/100 81/81 [==============================] - 1s 7ms/step - loss: 23.0245 - mean_squared_error: 23.0245 - val_loss: 795.0195 - val_mean_squared_error: 795.0195 Epoch 98/100 81/81 [==============================] - 1s 8ms/step - loss: 21.2434 - mean_squared_error: 21.2434 - val_loss: 1019.3207 - val_mean_squared_error: 1019.3207 Epoch 99/100 81/81 [==============================] - 1s 7ms/step - loss: 21.3902 - mean_squared_error: 21.3902 - val_loss: 1031.2543 - val_mean_squared_error: 1031.2543 Epoch 100/100 81/81 [==============================] - 1s 7ms/step - loss: 20.1082 - mean_squared_error: 20.1082 - val_loss: 959.8607 - val_mean_squared_error: 959.8607
y_pred__test_ann = model_nn.predict(X_test)
y_pred__train_ann = model_nn.predict(X_train)
2022-12-09 17:28:55.241368: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_train_ann, label = 'Actual')
plt.plot(y_pred__train_ga_nn, label = 'GA-ANN-F')
plt.plot(y_pred__train_ann, label = 'ANN')
plt.legend()
#plt.savefig('Plot-GA-ANN_train.jpg', dpi = 800)
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_test_ann, label = 'Actual')
plt.plot(y_pred__test_ga_nn, label = 'GA-ANN-F')
plt.plot(y_pred__test_ann, label = 'ANN')
plt.legend()
#plt.savefig('Plot-GA-ANN-F_test.jpg', dpi = 800)
<matplotlib.legend.Legend at 0x2c41ae340>
arr_nn_ga_f = list(y_pred__train_ga_nn) + list(y_pred__test_ga_nn)
arr_ann = list(y_pred__train_ann) + list(y_pred__test_ann)
actual = list(y_train) + list(y_test)
arr_nn_ga_f1 = []
for x in arr_nn_ga_f:
arr_nn_ga_f1.append(float(x))
arr_ann1 = []
for x in arr_ann:
arr_ann1.append(float(x))
actual1 = []
for x in actual:
actual1.append(float(x))
temp = pd.DataFrame(date_arr)
temp['Actual'] = actual1
temp['ANN'] = arr_ann1
temp['GA_ANN_F'] = arr_nn_ga_f1
temp
| DATE | Actual | ANN | GA_ANN_F | |
|---|---|---|---|---|
| 14 | 2007-10-08 | 86.19 | 37.727489 | 64.785660 |
| 15 | 2007-10-09 | 87.58 | 39.110336 | 64.490265 |
| 16 | 2007-10-10 | 87.19 | 38.735291 | 64.919067 |
| 17 | 2007-10-11 | 89.48 | 40.521767 | 66.621346 |
| 18 | 2007-10-12 | 88.58 | 42.567089 | 64.885735 |
| ... | ... | ... | ... | ... |
| 2914 | 2020-02-13 | 51.36 | 25.968416 | 45.890278 |
| 2915 | 2020-02-14 | 49.78 | 26.022779 | 46.879910 |
| 2916 | 2020-02-18 | 48.67 | 26.122488 | 45.461826 |
| 2917 | 2020-02-19 | 47.17 | 27.231556 | 46.597939 |
| 2918 | 2020-02-20 | 44.83 | 28.258421 | 46.854820 |
2863 rows × 4 columns
plt.figure(figsize = (12,6), dpi = 600)
plt.plot( temp['DATE'],temp['Actual'], label = 'Actual')
plt.plot( temp['DATE'],temp['ANN'], label = 'ANN')
plt.plot( temp['DATE'],temp['GA_ANN_F'], label = 'GA-ANN-F')
plt.vlines(x = datetime(2018,8,18), ymin = 0, ymax= 240, color = 'red', linewidth = 2)
#plt.plot(predictions_ga_ann_test, label = 'ANN_GA', marker = '*', alpha = 0.5)
#plt.plot(predictions_ga_ann_test, label = 'LSTM_GA', alpha = 0.5)
plt.legend()
plt.grid(linestyle = '-.', alpha = 0.5)
plt.ylim(0,160)
#plt.savefig('PlotGA_ANN_F.jpg', dpi = 800)
plt.show()
#temp.to_csv('temp1.csv')
def reduce_features(solution, features):
selected_elements_indices = numpy.where(solution == 1)[0]
reduced_features = features[:, selected_elements_indices]
return reduced_features
def fitness_func(labels, predictions):
mse = tf.keras.losses.MeanSquaredError()
fitness = 1/(mse(labels, predictions).numpy() + 0.00001)
return fitness
def cal_pop_fitness(pop, features, labels, train_indices, test_indices):
accuracies = np.zeros(pop.shape[0])
idx = 0
for curr_solution in pop:
reduced_features = reduce_features(curr_solution, features)
train_data = reduced_features[train_indices, :]
test_data = reduced_features[test_indices, :]
train_labels = labels[train_indices]
test_labels = labels[test_indices]
print(test_data)
print(train_data.shape)
print(test_data.shape)
model_lstm = Sequential()
model_lstm.add(LSTM(128, input_shape= (train_data.shape[1],1), return_sequences=True))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization()) #normalizes activation outputs, same reason you want to normalize your input data.
model_lstm.add(LSTM(128, return_sequences=True))
model_lstm.add(Dropout(0.1))
model_lstm.add(BatchNormalization())
model_lstm.add(LSTM(128))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization())
model_lstm.add(Dense(32, activation='relu'))
model_lstm.add(Dropout(0.2))
model_lstm.add(Dense(1, activation='relu'))
opt = tf.keras.optimizers.Adam(lr=0.001, decay=1e-6)
model_lstm.compile(optimizer=opt, loss='mean_squared_error', metrics='mean_squared_error')
history_nn = model_lstm.fit(train_data, train_labels, epochs = 30, validation_data = [test_data, test_labels])
predictions = model_lstm.predict(test_data)
accuracies[idx] = fitness_func(test_labels, predictions)
idx = idx + 1
return accuracies
def select_mating_pool(pop, fitness, num_parents):
parents = numpy.empty((num_parents, pop_shape[1]))
for parent_num in range(num_parents):
max_fitness_idx = np.where(fitness == np.max(fitness))
max_fitness_idx = max_fitness_idx[0][0]
parents[parent_num, :] = pop[max_fitness_idx, :]
fitness[max_fitness_idx] = -99999999999
return parents
def crossover(parents, offspring_size):
offspring = numpy.empty(offspring_size)
# The point at which crossover takes place between two parents. Usually, it is at the center.
crossover_point = numpy.uint8(offspring_size[1]/2)
for k in range(offspring_size[0]):
# Index of the first parent to mate.
parent1_idx = k%parents.shape[0]
# Index of the second parent to mate.
parent2_idx = (k+1)%parents.shape[0]
# The new offspring will have its first half of its genes taken from the first parent.
offspring[k, 0:crossover_point] = parents[parent1_idx, 0:crossover_point]
# The new offspring will have its second half of its genes taken from the second parent.
offspring[k, crossover_point:] = parents[parent2_idx, crossover_point:]
return offspring
def mutation(offspring_crossover, num_mutations = 2):
mutation_idx = np.random.randint(low = 0, high = offspring_crossover.shape[1], size = num_mutations)
for idx in range(offspring_crossover.shape[0]):
offspring_crossover[idx, mutation_idx] = 1 - offspring_crossover[idx, mutation_idx]
return offspring_crossover
num_generations = 20
import numpy
for generation in range(num_generations):
print("Generation: ", generation)
fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
best_outputs.append(np.max(fitness))
print("Best Result: ", best_outputs[-1])
parents = select_mating_pool(new_population, fitness, num_parents_mating)
offspring_crossover = crossover(parents, offspring_size= (pop_shape[0]-parents.shape[0], num_feature_elements))
offspring_mutation = mutation(offspring_crossover, num_mutations= num_mutations)
new_population[0:parents.shape[0], :] = parents
new_population[parents.shape[0]:, :] = offspring_mutation
fitness = cal_pop_fitness(new_population, data_inputs, data_outputs, train_indices, test_indices)
# Then return the index of that solution corresponding to the best fitness.
best_match_idx = numpy.where(fitness == numpy.max(fitness))[0]
best_match_idx = best_match_idx[0]
best_solution = new_population[best_match_idx, :]
best_solution_indices = numpy.where(best_solution == 1)[0]
best_solution_num_elements = best_solution_indices.shape[0]
best_solution_fitness = fitness[best_match_idx]
print("best_match_idx : ", best_match_idx)
print("best_solution : ", best_solution)
print("Selected indices : ", best_solution_indices)
print("Number of selected elements : ", best_solution_num_elements)
print("Best solution fitness : ", best_solution_fitness)
Generation: 0 [[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Metal device set to: Apple M1 Pro
2022-12-10 12:12:15.247000: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:305] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support. 2022-12-10 12:12:15.247487: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:271] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: <undefined>) 2022-12-10 12:12:15.591995: W tensorflow/core/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz
Epoch 1/30
2022-12-10 12:12:16.613049: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:12:17.025714: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:12:17.145853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:12:17.227558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:12:17.408250: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:12:17.595232: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:12:17.741336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4714.0571 - mean_squared_error: 4714.0571
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81/81 [==============================] - 7s 55ms/step - loss: 4714.0571 - mean_squared_error: 4714.0571 - val_loss: 375.3421 - val_mean_squared_error: 375.3421 Epoch 2/30 81/81 [==============================] - 3s 41ms/step - loss: 2280.6301 - mean_squared_error: 2280.6301 - val_loss: 79.6511 - val_mean_squared_error: 79.6511 Epoch 3/30 81/81 [==============================] - 3s 42ms/step - loss: 1235.7565 - mean_squared_error: 1235.7565 - val_loss: 317.3334 - val_mean_squared_error: 317.3334 Epoch 4/30 81/81 [==============================] - 3s 42ms/step - loss: 1069.3400 - mean_squared_error: 1069.3400 - val_loss: 39.1712 - val_mean_squared_error: 39.1712 Epoch 5/30 81/81 [==============================] - 3s 42ms/step - loss: 838.7263 - mean_squared_error: 838.7263 - val_loss: 872.5482 - val_mean_squared_error: 872.5482 Epoch 6/30 81/81 [==============================] - 3s 42ms/step - loss: 624.9553 - mean_squared_error: 624.9553 - val_loss: 96.6863 - val_mean_squared_error: 96.6863 Epoch 7/30 81/81 [==============================] - 3s 42ms/step - loss: 572.8158 - mean_squared_error: 572.8158 - val_loss: 118.2364 - val_mean_squared_error: 118.2364 Epoch 8/30 81/81 [==============================] - 3s 42ms/step - loss: 508.6587 - mean_squared_error: 508.6587 - val_loss: 63.4274 - val_mean_squared_error: 63.4274 Epoch 9/30 81/81 [==============================] - 3s 42ms/step - loss: 500.4796 - mean_squared_error: 500.4796 - val_loss: 87.6345 - val_mean_squared_error: 87.6345 Epoch 10/30 81/81 [==============================] - 3s 41ms/step - loss: 514.3248 - mean_squared_error: 514.3248 - val_loss: 140.3179 - val_mean_squared_error: 140.3179 Epoch 11/30 81/81 [==============================] - 3s 41ms/step - loss: 460.7059 - mean_squared_error: 460.7059 - val_loss: 66.2669 - val_mean_squared_error: 66.2669 Epoch 12/30 81/81 [==============================] - 3s 42ms/step - loss: 465.5082 - mean_squared_error: 465.5082 - val_loss: 21.7861 - val_mean_squared_error: 21.7861 Epoch 13/30 81/81 [==============================] - 3s 42ms/step - loss: 481.7058 - mean_squared_error: 481.7058 - val_loss: 130.1794 - val_mean_squared_error: 130.1794 Epoch 14/30 81/81 [==============================] - 3s 42ms/step - loss: 478.5070 - mean_squared_error: 478.5070 - val_loss: 32.4945 - val_mean_squared_error: 32.4945 Epoch 15/30 81/81 [==============================] - 3s 42ms/step - loss: 492.7027 - mean_squared_error: 492.7027 - val_loss: 1079.7848 - val_mean_squared_error: 1079.7848 Epoch 16/30 81/81 [==============================] - 3s 42ms/step - loss: 314.0490 - mean_squared_error: 314.0490 - val_loss: 57.7133 - val_mean_squared_error: 57.7133 Epoch 17/30 81/81 [==============================] - 3s 42ms/step - loss: 285.6759 - mean_squared_error: 285.6759 - val_loss: 41.2296 - val_mean_squared_error: 41.2296 Epoch 18/30 81/81 [==============================] - 3s 42ms/step - loss: 271.2457 - mean_squared_error: 271.2457 - val_loss: 57.8656 - val_mean_squared_error: 57.8656 Epoch 19/30 81/81 [==============================] - 3s 42ms/step - loss: 269.8030 - mean_squared_error: 269.8030 - val_loss: 26.7355 - val_mean_squared_error: 26.7355 Epoch 20/30 81/81 [==============================] - 3s 42ms/step - loss: 239.2381 - mean_squared_error: 239.2381 - val_loss: 94.7504 - val_mean_squared_error: 94.7504 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 258.2213 - mean_squared_error: 258.2213 - val_loss: 64.6303 - val_mean_squared_error: 64.6303 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 271.4872 - mean_squared_error: 271.4872 - val_loss: 47.4784 - val_mean_squared_error: 47.4784 Epoch 23/30 81/81 [==============================] - 3s 42ms/step - loss: 235.2861 - mean_squared_error: 235.2861 - val_loss: 107.2364 - val_mean_squared_error: 107.2364 Epoch 24/30 81/81 [==============================] - 3s 42ms/step - loss: 281.7242 - mean_squared_error: 281.7242 - val_loss: 80.6768 - val_mean_squared_error: 80.6768 Epoch 25/30 81/81 [==============================] - 4s 43ms/step - loss: 246.9300 - mean_squared_error: 246.9300 - val_loss: 155.3753 - val_mean_squared_error: 155.3753 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 239.4642 - mean_squared_error: 239.4642 - val_loss: 69.5593 - val_mean_squared_error: 69.5593 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 259.5128 - mean_squared_error: 259.5128 - val_loss: 64.6172 - val_mean_squared_error: 64.6172 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 234.5875 - mean_squared_error: 234.5875 - val_loss: 56.0815 - val_mean_squared_error: 56.0815 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 234.0160 - mean_squared_error: 234.0160 - val_loss: 143.1393 - val_mean_squared_error: 143.1393 Epoch 30/30 81/81 [==============================] - 4s 43ms/step - loss: 231.5211 - mean_squared_error: 231.5211 - val_loss: 151.6738 - val_mean_squared_error: 151.6738
2022-12-10 12:14:01.644428: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:01.760846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:01.823043: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:01.892490: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.60500742 0.12548801 ... 0. 0. 0. ] [0.6737802 0.60709947 0.15281651 ... 0. 0. 0. ] [0.65978331 0.61047375 0.18600112 ... 0. 0. 0. ] ... [0.99012252 0.64428398 0.07933631 ... 0. 0. 0. ] [1. 0.6460386 0.07306191 ... 0. 0. 0. ] [0.99225423 0.66290997 0.08951478 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/30
2022-12-10 12:14:03.413270: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:03.840739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:03.929847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:04.021430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:04.168059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:04.325669: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2/81 [..............................] - ETA: 4s - loss: 6850.0122 - mean_squared_error: 6850.0122
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81/81 [==============================] - ETA: 0s - loss: 4660.2954 - mean_squared_error: 4660.2954
2022-12-10 12:14:08.753136: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:08.894991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:08.959309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:14:09.031372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 60ms/step - loss: 4660.2954 - mean_squared_error: 4660.2954 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 44ms/step - loss: 1726.2640 - mean_squared_error: 1726.2640 - val_loss: 34.6666 - val_mean_squared_error: 34.6666 Epoch 3/30 81/81 [==============================] - 4s 44ms/step - loss: 967.9208 - mean_squared_error: 967.9208 - val_loss: 156.5017 - val_mean_squared_error: 156.5017 Epoch 4/30 81/81 [==============================] - 4s 43ms/step - loss: 583.4884 - mean_squared_error: 583.4884 - val_loss: 155.8360 - val_mean_squared_error: 155.8360 Epoch 5/30 81/81 [==============================] - 3s 43ms/step - loss: 514.1791 - mean_squared_error: 514.1791 - val_loss: 28.2275 - val_mean_squared_error: 28.2275 Epoch 6/30 81/81 [==============================] - 3s 43ms/step - loss: 328.7943 - mean_squared_error: 328.7943 - val_loss: 141.3054 - val_mean_squared_error: 141.3054 Epoch 7/30 81/81 [==============================] - 3s 43ms/step - loss: 298.9902 - mean_squared_error: 298.9902 - val_loss: 379.9545 - val_mean_squared_error: 379.9545 Epoch 8/30 81/81 [==============================] - 3s 43ms/step - loss: 108.0197 - mean_squared_error: 108.0197 - val_loss: 725.9008 - val_mean_squared_error: 725.9008 Epoch 9/30 81/81 [==============================] - 3s 43ms/step - loss: 83.3392 - mean_squared_error: 83.3392 - val_loss: 167.2374 - val_mean_squared_error: 167.2374 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 74.8324 - mean_squared_error: 74.8324 - val_loss: 141.8416 - val_mean_squared_error: 141.8416 Epoch 11/30 81/81 [==============================] - 3s 43ms/step - loss: 76.8771 - mean_squared_error: 76.8771 - val_loss: 254.0942 - val_mean_squared_error: 254.0942 Epoch 12/30 81/81 [==============================] - 4s 43ms/step - loss: 70.8785 - mean_squared_error: 70.8785 - val_loss: 81.5519 - val_mean_squared_error: 81.5519 Epoch 13/30 81/81 [==============================] - 4s 43ms/step - loss: 59.8236 - mean_squared_error: 59.8236 - val_loss: 208.2501 - val_mean_squared_error: 208.2501 Epoch 14/30 81/81 [==============================] - 4s 43ms/step - loss: 56.8493 - mean_squared_error: 56.8493 - val_loss: 68.8706 - val_mean_squared_error: 68.8706 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 55.5696 - mean_squared_error: 55.5696 - val_loss: 206.4015 - val_mean_squared_error: 206.4015 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 55.2017 - mean_squared_error: 55.2017 - val_loss: 94.1526 - val_mean_squared_error: 94.1526 Epoch 17/30 81/81 [==============================] - 4s 43ms/step - loss: 51.7653 - mean_squared_error: 51.7653 - val_loss: 161.1836 - val_mean_squared_error: 161.1836 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 54.9997 - mean_squared_error: 54.9997 - val_loss: 152.2740 - val_mean_squared_error: 152.2740 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 53.3563 - mean_squared_error: 53.3563 - val_loss: 314.8779 - val_mean_squared_error: 314.8779 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 44.6585 - mean_squared_error: 44.6585 - val_loss: 363.0065 - val_mean_squared_error: 363.0065 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 43.4781 - mean_squared_error: 43.4781 - val_loss: 212.2545 - val_mean_squared_error: 212.2545 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 43.7103 - mean_squared_error: 43.7103 - val_loss: 163.5706 - val_mean_squared_error: 163.5706 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 40.0391 - mean_squared_error: 40.0391 - val_loss: 185.6369 - val_mean_squared_error: 185.6369 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 40.3724 - mean_squared_error: 40.3724 - val_loss: 182.4585 - val_mean_squared_error: 182.4585 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 45.7216 - mean_squared_error: 45.7216 - val_loss: 317.7077 - val_mean_squared_error: 317.7077 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 44.0584 - mean_squared_error: 44.0584 - val_loss: 161.9790 - val_mean_squared_error: 161.9790 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 44.5339 - mean_squared_error: 44.5339 - val_loss: 121.7292 - val_mean_squared_error: 121.7292 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 46.5135 - mean_squared_error: 46.5135 - val_loss: 244.8490 - val_mean_squared_error: 244.8490 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 36.9356 - mean_squared_error: 36.9356 - val_loss: 260.0288 - val_mean_squared_error: 260.0288 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 41.3790 - mean_squared_error: 41.3790 - val_loss: 319.9672 - val_mean_squared_error: 319.9671
2022-12-10 12:15:51.827651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:51.953727: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:52.024925: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:52.108476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.16524764 ... 0. 0. 0. ] [0.19041704 0.15281651 0.169704 ... 0. 0. 0. ] [0.18030169 0.18600112 0.17343575 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.08050433 ... 0. 0. 0. ] [0.0743567 0.07306191 0.07604797 ... 0. 0. 0. ] [0.07488909 0.08951478 0.07256983 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/30
2022-12-10 12:15:53.840528: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:54.306974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:54.392143: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:54.486196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:54.653968: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:54.834211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:15 - loss: 5904.7773 - mean_squared_error: 5904.7773
2022-12-10 12:15:55.015323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4505.6133 - mean_squared_error: 4505.6133
2022-12-10 12:15:59.484533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:59.627723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:59.701667: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:15:59.781685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 63ms/step - loss: 4505.6133 - mean_squared_error: 4505.6133 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 43ms/step - loss: 1437.0671 - mean_squared_error: 1437.0671 - val_loss: 18.8925 - val_mean_squared_error: 18.8925 Epoch 3/30 81/81 [==============================] - 4s 43ms/step - loss: 712.8690 - mean_squared_error: 712.8690 - val_loss: 84.9098 - val_mean_squared_error: 84.9098 Epoch 4/30 81/81 [==============================] - 4s 44ms/step - loss: 614.4236 - mean_squared_error: 614.4236 - val_loss: 3071.3948 - val_mean_squared_error: 3071.3948 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 784.4459 - mean_squared_error: 784.4459 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 6/30 81/81 [==============================] - 3s 43ms/step - loss: 636.5085 - mean_squared_error: 636.5085 - val_loss: 56.4917 - val_mean_squared_error: 56.4917 Epoch 7/30 81/81 [==============================] - 3s 43ms/step - loss: 440.5655 - mean_squared_error: 440.5655 - val_loss: 589.9997 - val_mean_squared_error: 589.9997 Epoch 8/30 81/81 [==============================] - 3s 43ms/step - loss: 259.4430 - mean_squared_error: 259.4430 - val_loss: 1317.1963 - val_mean_squared_error: 1317.1963 Epoch 9/30 81/81 [==============================] - 3s 43ms/step - loss: 103.7281 - mean_squared_error: 103.7281 - val_loss: 933.1119 - val_mean_squared_error: 933.1119 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 65.5592 - mean_squared_error: 65.5592 - val_loss: 492.9886 - val_mean_squared_error: 492.9886 Epoch 11/30 81/81 [==============================] - 3s 43ms/step - loss: 62.7379 - mean_squared_error: 62.7379 - val_loss: 246.0253 - val_mean_squared_error: 246.0253 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 55.7812 - mean_squared_error: 55.7812 - val_loss: 184.5734 - val_mean_squared_error: 184.5734 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 60.3844 - mean_squared_error: 60.3844 - val_loss: 57.4771 - val_mean_squared_error: 57.4771 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 54.8705 - mean_squared_error: 54.8705 - val_loss: 141.3555 - val_mean_squared_error: 141.3555 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 59.9026 - mean_squared_error: 59.9026 - val_loss: 78.6005 - val_mean_squared_error: 78.6005 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 50.2920 - mean_squared_error: 50.2920 - val_loss: 62.9003 - val_mean_squared_error: 62.9003 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 58.1598 - mean_squared_error: 58.1598 - val_loss: 72.8963 - val_mean_squared_error: 72.8963 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 50.6841 - mean_squared_error: 50.6841 - val_loss: 148.7728 - val_mean_squared_error: 148.7728 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 47.5439 - mean_squared_error: 47.5439 - val_loss: 185.7926 - val_mean_squared_error: 185.7926 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 49.6218 - mean_squared_error: 49.6218 - val_loss: 74.3769 - val_mean_squared_error: 74.3769 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 50.1231 - mean_squared_error: 50.1231 - val_loss: 132.8408 - val_mean_squared_error: 132.8408 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 48.2386 - mean_squared_error: 48.2386 - val_loss: 157.9258 - val_mean_squared_error: 157.9258 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 43.3721 - mean_squared_error: 43.3721 - val_loss: 101.0128 - val_mean_squared_error: 101.0128 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 43.2551 - mean_squared_error: 43.2551 - val_loss: 172.9779 - val_mean_squared_error: 172.9779 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 43.2460 - mean_squared_error: 43.2460 - val_loss: 170.3516 - val_mean_squared_error: 170.3516 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 50.0525 - mean_squared_error: 50.0525 - val_loss: 89.7462 - val_mean_squared_error: 89.7462 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 46.1490 - mean_squared_error: 46.1490 - val_loss: 65.9510 - val_mean_squared_error: 65.9510 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 42.3789 - mean_squared_error: 42.3789 - val_loss: 141.7128 - val_mean_squared_error: 141.7128 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 42.4604 - mean_squared_error: 42.4604 - val_loss: 64.3759 - val_mean_squared_error: 64.3759 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 42.3766 - mean_squared_error: 42.3766 - val_loss: 129.0695 - val_mean_squared_error: 129.0695
2022-12-10 12:17:42.945255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:43.069022: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:43.142900: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:43.225788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 12:17:44.949498: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:45.408668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:45.515168: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:45.626855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:45.812189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:46.005362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:46.194936: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4815.2017 - mean_squared_error: 4815.2017
2022-12-10 12:17:51.078271: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:51.214294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:51.291210: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:17:51.372664: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 69ms/step - loss: 4815.2017 - mean_squared_error: 4815.2017 - val_loss: 2865.6282 - val_mean_squared_error: 2865.6282 Epoch 2/30 81/81 [==============================] - 4s 45ms/step - loss: 2596.3523 - mean_squared_error: 2596.3523 - val_loss: 537.6719 - val_mean_squared_error: 537.6719 Epoch 3/30 81/81 [==============================] - 4s 45ms/step - loss: 2224.5083 - mean_squared_error: 2224.5083 - val_loss: 1222.5885 - val_mean_squared_error: 1222.5885 Epoch 4/30 81/81 [==============================] - 4s 46ms/step - loss: 854.8522 - mean_squared_error: 854.8522 - val_loss: 3381.0891 - val_mean_squared_error: 3381.0891 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 780.6198 - mean_squared_error: 780.6198 - val_loss: 2062.9717 - val_mean_squared_error: 2062.9717 Epoch 6/30 81/81 [==============================] - 4s 45ms/step - loss: 766.3279 - mean_squared_error: 766.3279 - val_loss: 1213.4004 - val_mean_squared_error: 1213.4004 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 788.0895 - mean_squared_error: 788.0895 - val_loss: 1074.0804 - val_mean_squared_error: 1074.0804 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 782.4151 - mean_squared_error: 782.4151 - val_loss: 327.4177 - val_mean_squared_error: 327.4177 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 763.9643 - mean_squared_error: 763.9643 - val_loss: 431.1854 - val_mean_squared_error: 431.1854 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 781.8506 - mean_squared_error: 781.8506 - val_loss: 216.8838 - val_mean_squared_error: 216.8838 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 764.4834 - mean_squared_error: 764.4834 - val_loss: 262.0989 - val_mean_squared_error: 262.0989 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 769.2377 - mean_squared_error: 769.2377 - val_loss: 403.1060 - val_mean_squared_error: 403.1060 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 753.4725 - mean_squared_error: 753.4725 - val_loss: 159.7404 - val_mean_squared_error: 159.7404 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 727.7510 - mean_squared_error: 727.7510 - val_loss: 48.3744 - val_mean_squared_error: 48.3744 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 402.1267 - mean_squared_error: 402.1267 - val_loss: 508.2708 - val_mean_squared_error: 508.2708 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 308.5922 - mean_squared_error: 308.5922 - val_loss: 44.6035 - val_mean_squared_error: 44.6035 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 276.0645 - mean_squared_error: 276.0645 - val_loss: 230.1341 - val_mean_squared_error: 230.1341 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 242.2690 - mean_squared_error: 242.2690 - val_loss: 371.2725 - val_mean_squared_error: 371.2725 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 257.8003 - mean_squared_error: 257.8003 - val_loss: 55.1157 - val_mean_squared_error: 55.1157 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 256.6296 - mean_squared_error: 256.6296 - val_loss: 20.6215 - val_mean_squared_error: 20.6215 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 257.8091 - mean_squared_error: 257.8091 - val_loss: 126.0528 - val_mean_squared_error: 126.0528 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 233.7161 - mean_squared_error: 233.7161 - val_loss: 143.7815 - val_mean_squared_error: 143.7815 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 247.4082 - mean_squared_error: 247.4082 - val_loss: 14.0867 - val_mean_squared_error: 14.0867 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 238.1596 - mean_squared_error: 238.1596 - val_loss: 253.1103 - val_mean_squared_error: 253.1103 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 262.9001 - mean_squared_error: 262.9001 - val_loss: 24.4249 - val_mean_squared_error: 24.4249 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 250.4197 - mean_squared_error: 250.4197 - val_loss: 245.3638 - val_mean_squared_error: 245.3638 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 243.2078 - mean_squared_error: 243.2078 - val_loss: 54.2378 - val_mean_squared_error: 54.2378 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 231.5069 - mean_squared_error: 231.5069 - val_loss: 17.3993 - val_mean_squared_error: 17.3993 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 253.4391 - mean_squared_error: 253.4391 - val_loss: 83.8639 - val_mean_squared_error: 83.8639 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 261.3553 - mean_squared_error: 261.3553 - val_loss: 21.1224 - val_mean_squared_error: 21.1224
2022-12-10 12:19:39.775031: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:39.901708: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:39.975632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:40.068471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 12:19:41.847385: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:42.312067: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:42.417454: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:42.528544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:42.761576: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:42.979960: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:29 - loss: 6157.3120 - mean_squared_error: 6157.3120
2022-12-10 12:19:43.196511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4729.2056 - mean_squared_error: 4729.2056
2022-12-10 12:19:47.697078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:47.833754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:47.901939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:19:47.975875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 63ms/step - loss: 4729.2056 - mean_squared_error: 4729.2056 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 3s 40ms/step - loss: 2882.6165 - mean_squared_error: 2882.6165 - val_loss: 924.2663 - val_mean_squared_error: 924.2663 Epoch 3/30 81/81 [==============================] - 3s 39ms/step - loss: 1231.7357 - mean_squared_error: 1231.7357 - val_loss: 4157.5000 - val_mean_squared_error: 4157.5000 Epoch 4/30 81/81 [==============================] - 3s 39ms/step - loss: 638.6656 - mean_squared_error: 638.6656 - val_loss: 626.6222 - val_mean_squared_error: 626.6222 Epoch 5/30 81/81 [==============================] - 3s 40ms/step - loss: 248.6081 - mean_squared_error: 248.6081 - val_loss: 849.1373 - val_mean_squared_error: 849.1373 Epoch 6/30 81/81 [==============================] - 3s 40ms/step - loss: 79.1426 - mean_squared_error: 79.1426 - val_loss: 37.6033 - val_mean_squared_error: 37.6033 Epoch 7/30 81/81 [==============================] - 3s 40ms/step - loss: 71.0865 - mean_squared_error: 71.0865 - val_loss: 45.8095 - val_mean_squared_error: 45.8095 Epoch 8/30 81/81 [==============================] - 3s 40ms/step - loss: 78.3352 - mean_squared_error: 78.3352 - val_loss: 21.3826 - val_mean_squared_error: 21.3826 Epoch 9/30 81/81 [==============================] - 3s 40ms/step - loss: 64.4323 - mean_squared_error: 64.4323 - val_loss: 97.5930 - val_mean_squared_error: 97.5930 Epoch 10/30 81/81 [==============================] - 3s 40ms/step - loss: 67.1127 - mean_squared_error: 67.1127 - val_loss: 51.0650 - val_mean_squared_error: 51.0650 Epoch 11/30 81/81 [==============================] - 3s 40ms/step - loss: 65.1283 - mean_squared_error: 65.1283 - val_loss: 41.7305 - val_mean_squared_error: 41.7305 Epoch 12/30 81/81 [==============================] - 3s 40ms/step - loss: 68.4511 - mean_squared_error: 68.4511 - val_loss: 42.7220 - val_mean_squared_error: 42.7220 Epoch 13/30 81/81 [==============================] - 3s 41ms/step - loss: 53.9180 - mean_squared_error: 53.9180 - val_loss: 40.2295 - val_mean_squared_error: 40.2295 Epoch 14/30 81/81 [==============================] - 3s 40ms/step - loss: 56.8607 - mean_squared_error: 56.8607 - val_loss: 60.5860 - val_mean_squared_error: 60.5860 Epoch 15/30 81/81 [==============================] - 3s 40ms/step - loss: 56.1725 - mean_squared_error: 56.1725 - val_loss: 46.3414 - val_mean_squared_error: 46.3414 Epoch 16/30 81/81 [==============================] - 3s 40ms/step - loss: 55.8670 - mean_squared_error: 55.8670 - val_loss: 193.0615 - val_mean_squared_error: 193.0615 Epoch 17/30 81/81 [==============================] - 3s 40ms/step - loss: 55.6779 - mean_squared_error: 55.6779 - val_loss: 96.6533 - val_mean_squared_error: 96.6533 Epoch 18/30 81/81 [==============================] - 3s 40ms/step - loss: 51.1690 - mean_squared_error: 51.1690 - val_loss: 57.0744 - val_mean_squared_error: 57.0744 Epoch 19/30 81/81 [==============================] - 3s 40ms/step - loss: 43.2556 - mean_squared_error: 43.2556 - val_loss: 31.7432 - val_mean_squared_error: 31.7432 Epoch 20/30 81/81 [==============================] - 3s 40ms/step - loss: 43.3104 - mean_squared_error: 43.3104 - val_loss: 167.1657 - val_mean_squared_error: 167.1657 Epoch 21/30 81/81 [==============================] - 3s 40ms/step - loss: 47.1722 - mean_squared_error: 47.1722 - val_loss: 43.6629 - val_mean_squared_error: 43.6629 Epoch 22/30 81/81 [==============================] - 3s 40ms/step - loss: 43.6595 - mean_squared_error: 43.6595 - val_loss: 108.2168 - val_mean_squared_error: 108.2168 Epoch 23/30 81/81 [==============================] - 3s 40ms/step - loss: 50.3034 - mean_squared_error: 50.3034 - val_loss: 65.2298 - val_mean_squared_error: 65.2298 Epoch 24/30 81/81 [==============================] - 3s 40ms/step - loss: 46.2874 - mean_squared_error: 46.2874 - val_loss: 59.4372 - val_mean_squared_error: 59.4372 Epoch 25/30 81/81 [==============================] - 3s 40ms/step - loss: 43.0156 - mean_squared_error: 43.0156 - val_loss: 143.2116 - val_mean_squared_error: 143.2116 Epoch 26/30 81/81 [==============================] - 3s 40ms/step - loss: 44.4792 - mean_squared_error: 44.4792 - val_loss: 97.7234 - val_mean_squared_error: 97.7234 Epoch 27/30 81/81 [==============================] - 3s 41ms/step - loss: 44.3762 - mean_squared_error: 44.3762 - val_loss: 18.9704 - val_mean_squared_error: 18.9704 Epoch 28/30 81/81 [==============================] - 3s 40ms/step - loss: 39.7635 - mean_squared_error: 39.7635 - val_loss: 43.0214 - val_mean_squared_error: 43.0214 Epoch 29/30 81/81 [==============================] - 3s 40ms/step - loss: 41.8206 - mean_squared_error: 41.8206 - val_loss: 32.4252 - val_mean_squared_error: 32.4252 Epoch 30/30 81/81 [==============================] - 3s 40ms/step - loss: 48.5820 - mean_squared_error: 48.5820 - val_loss: 166.4593 - val_mean_squared_error: 166.4593
2022-12-10 12:21:22.697309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:22.822692: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:22.910138: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:23.002857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.025509789955382983 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 12:21:24.826396: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:25.233630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:25.355870: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:25.490190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:25.727107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:25.964097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:40 - loss: 6367.8262 - mean_squared_error: 6367.8262
2022-12-10 12:21:26.203429: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4939.4780 - mean_squared_error: 4939.4780
2022-12-10 12:21:31.411173: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:31.539441: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:31.635305: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:21:31.737418: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 74ms/step - loss: 4939.4780 - mean_squared_error: 4939.4780 - val_loss: 487.4036 - val_mean_squared_error: 487.4036 Epoch 2/30 81/81 [==============================] - 4s 46ms/step - loss: 3129.3171 - mean_squared_error: 3129.3171 - val_loss: 134.1376 - val_mean_squared_error: 134.1376 Epoch 3/30 81/81 [==============================] - 4s 47ms/step - loss: 1482.0382 - mean_squared_error: 1482.0382 - val_loss: 889.4099 - val_mean_squared_error: 889.4099 Epoch 4/30 81/81 [==============================] - 4s 46ms/step - loss: 1174.2950 - mean_squared_error: 1174.2950 - val_loss: 875.1362 - val_mean_squared_error: 875.1362 Epoch 5/30 81/81 [==============================] - 4s 46ms/step - loss: 1116.0647 - mean_squared_error: 1116.0647 - val_loss: 1659.4325 - val_mean_squared_error: 1659.4324 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 1099.5964 - mean_squared_error: 1099.5964 - val_loss: 133.4148 - val_mean_squared_error: 133.4148 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 1027.2574 - mean_squared_error: 1027.2574 - val_loss: 17.8185 - val_mean_squared_error: 17.8185 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 784.2549 - mean_squared_error: 784.2549 - val_loss: 87.2581 - val_mean_squared_error: 87.2581 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 546.6879 - mean_squared_error: 546.6879 - val_loss: 21.1529 - val_mean_squared_error: 21.1529 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 320.8178 - mean_squared_error: 320.8178 - val_loss: 4409.9507 - val_mean_squared_error: 4409.9507 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 86.5634 - mean_squared_error: 86.5634 - val_loss: 122.9854 - val_mean_squared_error: 122.9854 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 59.6576 - mean_squared_error: 59.6576 - val_loss: 498.9072 - val_mean_squared_error: 498.9072 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 59.5263 - mean_squared_error: 59.5263 - val_loss: 380.7501 - val_mean_squared_error: 380.7501 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 51.2160 - mean_squared_error: 51.2160 - val_loss: 52.6725 - val_mean_squared_error: 52.6725 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 51.4136 - mean_squared_error: 51.4136 - val_loss: 49.7392 - val_mean_squared_error: 49.7392 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 51.5744 - mean_squared_error: 51.5744 - val_loss: 14.7355 - val_mean_squared_error: 14.7355 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 45.5120 - mean_squared_error: 45.5120 - val_loss: 171.8327 - val_mean_squared_error: 171.8327 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 47.3117 - mean_squared_error: 47.3117 - val_loss: 51.3433 - val_mean_squared_error: 51.3433 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 89.0443 - mean_squared_error: 89.0443 - val_loss: 230.8505 - val_mean_squared_error: 230.8505 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 50.6618 - mean_squared_error: 50.6618 - val_loss: 42.4676 - val_mean_squared_error: 42.4676 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 48.0545 - mean_squared_error: 48.0545 - val_loss: 32.5287 - val_mean_squared_error: 32.5287 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 45.3208 - mean_squared_error: 45.3208 - val_loss: 62.4454 - val_mean_squared_error: 62.4454 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 41.8863 - mean_squared_error: 41.8863 - val_loss: 140.5274 - val_mean_squared_error: 140.5274 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 45.3462 - mean_squared_error: 45.3462 - val_loss: 184.0903 - val_mean_squared_error: 184.0903 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 46.1985 - mean_squared_error: 46.1985 - val_loss: 343.9180 - val_mean_squared_error: 343.9179 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 44.3616 - mean_squared_error: 44.3616 - val_loss: 37.6579 - val_mean_squared_error: 37.6579 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 46.8515 - mean_squared_error: 46.8515 - val_loss: 27.2398 - val_mean_squared_error: 27.2398 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 39.5618 - mean_squared_error: 39.5618 - val_loss: 107.8753 - val_mean_squared_error: 107.8753 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 38.0458 - mean_squared_error: 38.0458 - val_loss: 15.6231 - val_mean_squared_error: 15.6231 Epoch 30/30 81/81 [==============================] - 4s 47ms/step - loss: 43.3463 - mean_squared_error: 43.3463 - val_loss: 25.8313 - val_mean_squared_error: 25.8313
2022-12-10 12:23:21.862280: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:21.978658: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:22.073214: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:22.174299: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.16524764 ... 0. 0. 0. ] [0.19041704 0.15281651 0.169704 ... 0. 0. 0. ] [0.18030169 0.18600112 0.17343575 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.08050433 ... 0. 0. 0. ] [0.0743567 0.07306191 0.07604797 ... 0. 0. 0. ] [0.07488909 0.08951478 0.07256983 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/30
2022-12-10 12:23:23.829807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:24.285587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:24.402703: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:24.535021: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:24.781634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:25.021510: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:24 - loss: 6268.8252 - mean_squared_error: 6268.8252
2022-12-10 12:23:25.260047: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4380.2627 - mean_squared_error: 4380.2627
2022-12-10 12:23:30.581652: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:30.721072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:30.816131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:23:30.913519: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 75ms/step - loss: 4380.2627 - mean_squared_error: 4380.2627 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 45ms/step - loss: 1534.4059 - mean_squared_error: 1534.4059 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 45ms/step - loss: 1160.9659 - mean_squared_error: 1160.9659 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 4s 44ms/step - loss: 669.3458 - mean_squared_error: 669.3458 - val_loss: 707.2568 - val_mean_squared_error: 707.2568 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 482.4203 - mean_squared_error: 482.4203 - val_loss: 159.8981 - val_mean_squared_error: 159.8981 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 567.7206 - mean_squared_error: 567.7206 - val_loss: 140.1647 - val_mean_squared_error: 140.1647 Epoch 7/30 81/81 [==============================] - 4s 44ms/step - loss: 384.9668 - mean_squared_error: 384.9668 - val_loss: 2053.1611 - val_mean_squared_error: 2053.1611 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 292.1003 - mean_squared_error: 292.1003 - val_loss: 1123.2321 - val_mean_squared_error: 1123.2321 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 137.7161 - mean_squared_error: 137.7161 - val_loss: 866.6282 - val_mean_squared_error: 866.6282 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 71.5902 - mean_squared_error: 71.5902 - val_loss: 102.9618 - val_mean_squared_error: 102.9618 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 68.0489 - mean_squared_error: 68.0489 - val_loss: 41.8794 - val_mean_squared_error: 41.8793 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 64.4782 - mean_squared_error: 64.4782 - val_loss: 26.6879 - val_mean_squared_error: 26.6879 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 70.7229 - mean_squared_error: 70.7229 - val_loss: 36.6469 - val_mean_squared_error: 36.6469 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 58.7633 - mean_squared_error: 58.7633 - val_loss: 59.4548 - val_mean_squared_error: 59.4548 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 58.0030 - mean_squared_error: 58.0030 - val_loss: 27.8513 - val_mean_squared_error: 27.8513 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 61.9178 - mean_squared_error: 61.9178 - val_loss: 40.9781 - val_mean_squared_error: 40.9781 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 60.6491 - mean_squared_error: 60.6491 - val_loss: 52.1525 - val_mean_squared_error: 52.1525 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 54.3595 - mean_squared_error: 54.3595 - val_loss: 42.5746 - val_mean_squared_error: 42.5746 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 60.7392 - mean_squared_error: 60.7392 - val_loss: 32.4487 - val_mean_squared_error: 32.4487 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 51.2416 - mean_squared_error: 51.2416 - val_loss: 35.9583 - val_mean_squared_error: 35.9583 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 51.6088 - mean_squared_error: 51.6088 - val_loss: 31.2095 - val_mean_squared_error: 31.2095 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 53.0479 - mean_squared_error: 53.0479 - val_loss: 37.5675 - val_mean_squared_error: 37.5675 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 52.4121 - mean_squared_error: 52.4121 - val_loss: 35.3928 - val_mean_squared_error: 35.3928 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 46.0747 - mean_squared_error: 46.0747 - val_loss: 35.1093 - val_mean_squared_error: 35.1093 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 46.2420 - mean_squared_error: 46.2420 - val_loss: 44.6936 - val_mean_squared_error: 44.6936 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 43.0219 - mean_squared_error: 43.0219 - val_loss: 46.0516 - val_mean_squared_error: 46.0516 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 45.1385 - mean_squared_error: 45.1385 - val_loss: 39.5493 - val_mean_squared_error: 39.5493 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 47.7432 - mean_squared_error: 47.7432 - val_loss: 40.9350 - val_mean_squared_error: 40.9350 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 43.1556 - mean_squared_error: 43.1556 - val_loss: 59.3065 - val_mean_squared_error: 59.3065 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 51.0218 - mean_squared_error: 51.0218 - val_loss: 99.2601 - val_mean_squared_error: 99.2601
2022-12-10 12:25:15.845892: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:15.980992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:16.072058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:16.171125: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 12:25:18.016336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:18.479613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:18.607054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:18.743615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:18.990172: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:19.222511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:37 - loss: 6399.6201 - mean_squared_error: 6399.6201
2022-12-10 12:25:19.472243: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4918.6973 - mean_squared_error: 4918.6973
2022-12-10 12:25:24.791816: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:24.939177: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:25.032588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:25:25.131019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 76ms/step - loss: 4918.6973 - mean_squared_error: 4918.6973 - val_loss: 2397.4150 - val_mean_squared_error: 2397.4148 Epoch 2/30 81/81 [==============================] - 4s 45ms/step - loss: 2386.6006 - mean_squared_error: 2386.6006 - val_loss: 50.8537 - val_mean_squared_error: 50.8537 Epoch 3/30 81/81 [==============================] - 4s 44ms/step - loss: 856.8683 - mean_squared_error: 856.8683 - val_loss: 181.6937 - val_mean_squared_error: 181.6937 Epoch 4/30 81/81 [==============================] - 3s 43ms/step - loss: 515.6670 - mean_squared_error: 515.6670 - val_loss: 65.2036 - val_mean_squared_error: 65.2036 Epoch 5/30 81/81 [==============================] - 3s 42ms/step - loss: 362.9511 - mean_squared_error: 362.9511 - val_loss: 560.7556 - val_mean_squared_error: 560.7556 Epoch 6/30 81/81 [==============================] - 3s 43ms/step - loss: 218.9830 - mean_squared_error: 218.9830 - val_loss: 470.2606 - val_mean_squared_error: 470.2606 Epoch 7/30 81/81 [==============================] - 3s 42ms/step - loss: 360.0174 - mean_squared_error: 360.0174 - val_loss: 462.3860 - val_mean_squared_error: 462.3860 Epoch 8/30 81/81 [==============================] - 3s 43ms/step - loss: 236.7678 - mean_squared_error: 236.7678 - val_loss: 59.6516 - val_mean_squared_error: 59.6516 Epoch 9/30 81/81 [==============================] - 3s 43ms/step - loss: 476.1392 - mean_squared_error: 476.1392 - val_loss: 44.6025 - val_mean_squared_error: 44.6025 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 246.6056 - mean_squared_error: 246.6056 - val_loss: 736.1005 - val_mean_squared_error: 736.1005 Epoch 11/30 81/81 [==============================] - 3s 43ms/step - loss: 168.2780 - mean_squared_error: 168.2780 - val_loss: 82.4616 - val_mean_squared_error: 82.4616 Epoch 12/30 81/81 [==============================] - 3s 43ms/step - loss: 139.8129 - mean_squared_error: 139.8129 - val_loss: 66.8833 - val_mean_squared_error: 66.8833 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 119.7787 - mean_squared_error: 119.7787 - val_loss: 76.5891 - val_mean_squared_error: 76.5891 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 162.9371 - mean_squared_error: 162.9371 - val_loss: 189.9263 - val_mean_squared_error: 189.9263 Epoch 15/30 81/81 [==============================] - 3s 42ms/step - loss: 119.0535 - mean_squared_error: 119.0535 - val_loss: 39.0268 - val_mean_squared_error: 39.0268 Epoch 16/30 81/81 [==============================] - 3s 42ms/step - loss: 166.6348 - mean_squared_error: 166.6348 - val_loss: 303.0287 - val_mean_squared_error: 303.0287 Epoch 17/30 81/81 [==============================] - 3s 42ms/step - loss: 105.1021 - mean_squared_error: 105.1021 - val_loss: 157.4085 - val_mean_squared_error: 157.4084 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 96.0091 - mean_squared_error: 96.0091 - val_loss: 55.7323 - val_mean_squared_error: 55.7323 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 91.8573 - mean_squared_error: 91.8573 - val_loss: 285.9676 - val_mean_squared_error: 285.9676 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 83.1418 - mean_squared_error: 83.1418 - val_loss: 201.9433 - val_mean_squared_error: 201.9433 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 78.0222 - mean_squared_error: 78.0222 - val_loss: 76.9376 - val_mean_squared_error: 76.9376 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 72.9682 - mean_squared_error: 72.9682 - val_loss: 48.4668 - val_mean_squared_error: 48.4668 Epoch 23/30 81/81 [==============================] - 4s 43ms/step - loss: 66.1822 - mean_squared_error: 66.1822 - val_loss: 65.6857 - val_mean_squared_error: 65.6857 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 63.8490 - mean_squared_error: 63.8490 - val_loss: 200.7891 - val_mean_squared_error: 200.7891 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 60.6134 - mean_squared_error: 60.6134 - val_loss: 52.0952 - val_mean_squared_error: 52.0952 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 62.5293 - mean_squared_error: 62.5293 - val_loss: 86.2704 - val_mean_squared_error: 86.2704 Epoch 27/30 81/81 [==============================] - 4s 43ms/step - loss: 58.5911 - mean_squared_error: 58.5911 - val_loss: 550.1916 - val_mean_squared_error: 550.1916 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 55.3470 - mean_squared_error: 55.3470 - val_loss: 237.2468 - val_mean_squared_error: 237.2468 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 56.3011 - mean_squared_error: 56.3011 - val_loss: 126.5645 - val_mean_squared_error: 126.5645 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 52.9117 - mean_squared_error: 52.9117 - val_loss: 94.0339 - val_mean_squared_error: 94.0339
2022-12-10 12:27:07.015998: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:07.137635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:07.229227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:07.324838: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 12:27:09.141484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:09.580569: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:09.703275: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:09.833398: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:10.066788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:10.277388: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:29 - loss: 5474.4067 - mean_squared_error: 5474.4067
2022-12-10 12:27:10.490939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4695.0342 - mean_squared_error: 4695.0342
2022-12-10 12:27:15.696977: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:15.833247: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:15.924947: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:27:16.017632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 8s 73ms/step - loss: 4695.0342 - mean_squared_error: 4695.0342 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 3s 42ms/step - loss: 2153.2300 - mean_squared_error: 2153.2300 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 3s 41ms/step - loss: 1237.1160 - mean_squared_error: 1237.1160 - val_loss: 1098.8390 - val_mean_squared_error: 1098.8390 Epoch 4/30 81/81 [==============================] - 3s 40ms/step - loss: 615.4446 - mean_squared_error: 615.4446 - val_loss: 530.4849 - val_mean_squared_error: 530.4849 Epoch 5/30 81/81 [==============================] - 3s 40ms/step - loss: 556.3781 - mean_squared_error: 556.3781 - val_loss: 56.6271 - val_mean_squared_error: 56.6271 Epoch 6/30 81/81 [==============================] - 3s 41ms/step - loss: 563.6143 - mean_squared_error: 563.6143 - val_loss: 234.5437 - val_mean_squared_error: 234.5437 Epoch 7/30 81/81 [==============================] - 3s 40ms/step - loss: 314.8181 - mean_squared_error: 314.8181 - val_loss: 247.7474 - val_mean_squared_error: 247.7474 Epoch 8/30 81/81 [==============================] - 3s 40ms/step - loss: 289.2072 - mean_squared_error: 289.2072 - val_loss: 181.6935 - val_mean_squared_error: 181.6935 Epoch 9/30 81/81 [==============================] - 3s 40ms/step - loss: 268.3212 - mean_squared_error: 268.3212 - val_loss: 80.8885 - val_mean_squared_error: 80.8885 Epoch 10/30 81/81 [==============================] - 3s 41ms/step - loss: 278.0587 - mean_squared_error: 278.0587 - val_loss: 47.1870 - val_mean_squared_error: 47.1870 Epoch 11/30 81/81 [==============================] - 3s 41ms/step - loss: 267.0050 - mean_squared_error: 267.0050 - val_loss: 69.6513 - val_mean_squared_error: 69.6513 Epoch 12/30 81/81 [==============================] - 3s 41ms/step - loss: 281.7270 - mean_squared_error: 281.7270 - val_loss: 34.3189 - val_mean_squared_error: 34.3189 Epoch 13/30 81/81 [==============================] - 3s 40ms/step - loss: 272.4559 - mean_squared_error: 272.4559 - val_loss: 32.6814 - val_mean_squared_error: 32.6814 Epoch 14/30 81/81 [==============================] - 3s 41ms/step - loss: 269.4722 - mean_squared_error: 269.4722 - val_loss: 43.7645 - val_mean_squared_error: 43.7645 Epoch 15/30 81/81 [==============================] - 3s 40ms/step - loss: 257.6805 - mean_squared_error: 257.6805 - val_loss: 65.6901 - val_mean_squared_error: 65.6901 Epoch 16/30 81/81 [==============================] - 3s 41ms/step - loss: 266.6327 - mean_squared_error: 266.6327 - val_loss: 46.4491 - val_mean_squared_error: 46.4491 Epoch 17/30 81/81 [==============================] - 3s 41ms/step - loss: 255.7021 - mean_squared_error: 255.7021 - val_loss: 57.3918 - val_mean_squared_error: 57.3918 Epoch 18/30 81/81 [==============================] - 3s 41ms/step - loss: 250.9181 - mean_squared_error: 250.9181 - val_loss: 42.7929 - val_mean_squared_error: 42.7929 Epoch 19/30 81/81 [==============================] - 3s 41ms/step - loss: 234.6600 - mean_squared_error: 234.6600 - val_loss: 173.6109 - val_mean_squared_error: 173.6109 Epoch 20/30 81/81 [==============================] - 3s 40ms/step - loss: 241.8250 - mean_squared_error: 241.8250 - val_loss: 69.0618 - val_mean_squared_error: 69.0618 Epoch 21/30 81/81 [==============================] - 3s 40ms/step - loss: 227.7052 - mean_squared_error: 227.7052 - val_loss: 59.9035 - val_mean_squared_error: 59.9035 Epoch 22/30 81/81 [==============================] - 3s 41ms/step - loss: 254.1335 - mean_squared_error: 254.1335 - val_loss: 306.5077 - val_mean_squared_error: 306.5077 Epoch 23/30 81/81 [==============================] - 3s 40ms/step - loss: 225.2291 - mean_squared_error: 225.2291 - val_loss: 141.3957 - val_mean_squared_error: 141.3957 Epoch 24/30 81/81 [==============================] - 3s 40ms/step - loss: 273.9212 - mean_squared_error: 273.9212 - val_loss: 249.8921 - val_mean_squared_error: 249.8921 Epoch 25/30 81/81 [==============================] - 3s 40ms/step - loss: 226.9633 - mean_squared_error: 226.9633 - val_loss: 55.3753 - val_mean_squared_error: 55.3753 Epoch 26/30 81/81 [==============================] - 3s 40ms/step - loss: 226.4716 - mean_squared_error: 226.4716 - val_loss: 112.1471 - val_mean_squared_error: 112.1471 Epoch 27/30 81/81 [==============================] - 3s 41ms/step - loss: 247.9668 - mean_squared_error: 247.9668 - val_loss: 64.4815 - val_mean_squared_error: 64.4815 Epoch 28/30 81/81 [==============================] - 3s 40ms/step - loss: 239.4651 - mean_squared_error: 239.4651 - val_loss: 140.9378 - val_mean_squared_error: 140.9378 Epoch 29/30 81/81 [==============================] - 3s 40ms/step - loss: 249.3499 - mean_squared_error: 249.3499 - val_loss: 99.4022 - val_mean_squared_error: 99.4022 Epoch 30/30 81/81 [==============================] - 3s 41ms/step - loss: 257.0290 - mean_squared_error: 257.0290 - val_loss: 188.8307 - val_mean_squared_error: 188.8307
2022-12-10 12:28:51.835926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:51.963422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:52.043023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:52.137268: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 50) (286, 50) Epoch 1/30
2022-12-10 12:28:53.968041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:54.430382: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:54.755955: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:54.930117: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:55.195319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:55.467492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:28:55.724937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4894.4810 - mean_squared_error: 4894.4810
2022-12-10 12:29:01.858985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:29:01.998715: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:29:02.115846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:29:02.215544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 10s 86ms/step - loss: 4894.4810 - mean_squared_error: 4894.4810 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 50ms/step - loss: 2694.5603 - mean_squared_error: 2694.5603 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 48ms/step - loss: 1994.9655 - mean_squared_error: 1994.9655 - val_loss: 288.5669 - val_mean_squared_error: 288.5669 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 1681.9470 - mean_squared_error: 1681.9470 - val_loss: 387.6811 - val_mean_squared_error: 387.6811 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 1663.4506 - mean_squared_error: 1663.4506 - val_loss: 416.3937 - val_mean_squared_error: 416.3937 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 1648.8221 - mean_squared_error: 1648.8221 - val_loss: 530.8481 - val_mean_squared_error: 530.8481 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 1676.7043 - mean_squared_error: 1676.7043 - val_loss: 464.5934 - val_mean_squared_error: 464.5934 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 1648.5503 - mean_squared_error: 1648.5503 - val_loss: 271.7184 - val_mean_squared_error: 271.7184 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 1660.1217 - mean_squared_error: 1660.1217 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 1627.9512 - mean_squared_error: 1627.9512 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 1743.6993 - mean_squared_error: 1743.6993 - val_loss: 3283.4353 - val_mean_squared_error: 3283.4353 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 297.0408 - mean_squared_error: 297.0408 - val_loss: 4757.8325 - val_mean_squared_error: 4757.8325 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 102.2961 - mean_squared_error: 102.2961 - val_loss: 3470.8552 - val_mean_squared_error: 3470.8550 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 89.0618 - mean_squared_error: 89.0618 - val_loss: 1027.2255 - val_mean_squared_error: 1027.2255 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 77.3432 - mean_squared_error: 77.3432 - val_loss: 336.8246 - val_mean_squared_error: 336.8246 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 74.5786 - mean_squared_error: 74.5786 - val_loss: 346.1392 - val_mean_squared_error: 346.1392 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 65.9710 - mean_squared_error: 65.9710 - val_loss: 168.1237 - val_mean_squared_error: 168.1237 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 62.6710 - mean_squared_error: 62.6710 - val_loss: 158.0251 - val_mean_squared_error: 158.0251 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 62.3631 - mean_squared_error: 62.3631 - val_loss: 209.1850 - val_mean_squared_error: 209.1850 Epoch 20/30 81/81 [==============================] - 4s 49ms/step - loss: 54.9497 - mean_squared_error: 54.9497 - val_loss: 93.4760 - val_mean_squared_error: 93.4760 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 57.7919 - mean_squared_error: 57.7919 - val_loss: 129.1621 - val_mean_squared_error: 129.1621 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 53.9182 - mean_squared_error: 53.9182 - val_loss: 97.6046 - val_mean_squared_error: 97.6046 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 53.8239 - mean_squared_error: 53.8239 - val_loss: 87.9254 - val_mean_squared_error: 87.9254 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 54.2540 - mean_squared_error: 54.2540 - val_loss: 161.8342 - val_mean_squared_error: 161.8342 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 50.0776 - mean_squared_error: 50.0776 - val_loss: 59.0532 - val_mean_squared_error: 59.0532 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 48.1477 - mean_squared_error: 48.1477 - val_loss: 62.5167 - val_mean_squared_error: 62.5167 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 54.3756 - mean_squared_error: 54.3756 - val_loss: 275.0388 - val_mean_squared_error: 275.0388 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 51.8213 - mean_squared_error: 51.8213 - val_loss: 63.9040 - val_mean_squared_error: 63.9040 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 50.1257 - mean_squared_error: 50.1257 - val_loss: 41.7635 - val_mean_squared_error: 41.7635 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 48.0785 - mean_squared_error: 48.0785 - val_loss: 120.9971 - val_mean_squared_error: 120.9971
2022-12-10 12:30:57.603531: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:30:57.738544: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:30:57.841856: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:30:57.941769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 0 best_solution : [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1 1 0 1 0 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1 1 0 1 1 0 0 1] Selected indices : [ 0 1 2 3 4 6 8 9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41 42 43 44 46 47 51 52 53 54 55 56 58 61 62 65 66 67 69 72 73 74 76 77 80] Number of selected elements : 48 Best solution fitness : 0.01657584507916953 Generation: 1 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 12:30:59.949843: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:00.362284: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:00.511557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:00.700197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:00.954644: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:01.204227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:01.456728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4873.2041 - mean_squared_error: 4873.2041
2022-12-10 12:31:07.699058: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:07.824372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:07.932758: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:31:08.063617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 10s 89ms/step - loss: 4873.2041 - mean_squared_error: 4873.2041 - val_loss: 2394.6055 - val_mean_squared_error: 2394.6055 Epoch 2/30 81/81 [==============================] - 4s 49ms/step - loss: 2603.0132 - mean_squared_error: 2603.0132 - val_loss: 73.6973 - val_mean_squared_error: 73.6973 Epoch 3/30 81/81 [==============================] - 4s 49ms/step - loss: 1645.8002 - mean_squared_error: 1645.8002 - val_loss: 20.1102 - val_mean_squared_error: 20.1102 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 1130.5203 - mean_squared_error: 1130.5203 - val_loss: 477.9078 - val_mean_squared_error: 477.9078 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 928.2136 - mean_squared_error: 928.2136 - val_loss: 309.9883 - val_mean_squared_error: 309.9883 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 926.0173 - mean_squared_error: 926.0173 - val_loss: 131.1795 - val_mean_squared_error: 131.1795 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 915.0238 - mean_squared_error: 915.0238 - val_loss: 25.6296 - val_mean_squared_error: 25.6296 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 777.4872 - mean_squared_error: 777.4872 - val_loss: 930.6609 - val_mean_squared_error: 930.6609 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 548.3146 - mean_squared_error: 548.3146 - val_loss: 1991.1722 - val_mean_squared_error: 1991.1722 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 210.5955 - mean_squared_error: 210.5955 - val_loss: 24.5495 - val_mean_squared_error: 24.5495 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 101.7264 - mean_squared_error: 101.7264 - val_loss: 21.4137 - val_mean_squared_error: 21.4137 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 78.1097 - mean_squared_error: 78.1097 - val_loss: 91.4191 - val_mean_squared_error: 91.4191 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 81.3763 - mean_squared_error: 81.3763 - val_loss: 9.9660 - val_mean_squared_error: 9.9660 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 67.8603 - mean_squared_error: 67.8603 - val_loss: 94.4576 - val_mean_squared_error: 94.4576 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 64.5777 - mean_squared_error: 64.5777 - val_loss: 151.0581 - val_mean_squared_error: 151.0581 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 58.1492 - mean_squared_error: 58.1492 - val_loss: 29.2265 - val_mean_squared_error: 29.2265 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 49.9798 - mean_squared_error: 49.9798 - val_loss: 104.2441 - val_mean_squared_error: 104.2441 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 62.3163 - mean_squared_error: 62.3163 - val_loss: 28.2365 - val_mean_squared_error: 28.2365 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 55.9936 - mean_squared_error: 55.9936 - val_loss: 27.0742 - val_mean_squared_error: 27.0742 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 49.6871 - mean_squared_error: 49.6871 - val_loss: 29.3843 - val_mean_squared_error: 29.3843 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 93.1877 - mean_squared_error: 93.1877 - val_loss: 9155.8906 - val_mean_squared_error: 9155.8906 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 65.4949 - mean_squared_error: 65.4949 - val_loss: 73.0488 - val_mean_squared_error: 73.0488 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 54.1591 - mean_squared_error: 54.1591 - val_loss: 38.1079 - val_mean_squared_error: 38.1079 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 50.4597 - mean_squared_error: 50.4597 - val_loss: 19.8889 - val_mean_squared_error: 19.8889 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 45.1676 - mean_squared_error: 45.1676 - val_loss: 25.8606 - val_mean_squared_error: 25.8606 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 48.5147 - mean_squared_error: 48.5147 - val_loss: 168.9768 - val_mean_squared_error: 168.9768 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 42.4404 - mean_squared_error: 42.4404 - val_loss: 96.9312 - val_mean_squared_error: 96.9312 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 43.3213 - mean_squared_error: 43.3213 - val_loss: 43.7178 - val_mean_squared_error: 43.7178 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 44.9355 - mean_squared_error: 44.9355 - val_loss: 29.8959 - val_mean_squared_error: 29.8959 Epoch 30/30 81/81 [==============================] - 4s 48ms/step - loss: 39.9128 - mean_squared_error: 39.9128 - val_loss: 212.5343 - val_mean_squared_error: 212.5343
2022-12-10 12:33:02.746656: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:02.863762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:02.984690: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:03.117897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.16524764 ... 0. 0. 0. ] [0.19041704 0.15281651 0.169704 ... 0. 0. 0. ] [0.18030169 0.18600112 0.17343575 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.08050433 ... 0. 0. 0. ] [0.0743567 0.07306191 0.07604797 ... 0. 0. 0. ] [0.07488909 0.08951478 0.07256983 ... 0. 0. 0. ]] (2577, 44) (286, 44) Epoch 1/30
2022-12-10 12:33:04.909063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:05.364826: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:05.499910: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:05.636181: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:05.876545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:06.103785: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:24 - loss: 7321.0981 - mean_squared_error: 7321.0981
2022-12-10 12:33:06.324360: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4466.6025 - mean_squared_error: 4466.6025
2022-12-10 12:33:12.603624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:12.741403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:12.846442: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:33:12.941891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 10s 88ms/step - loss: 4466.6025 - mean_squared_error: 4466.6025 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 47ms/step - loss: 1465.5956 - mean_squared_error: 1465.5956 - val_loss: 240.5378 - val_mean_squared_error: 240.5378 Epoch 3/30 81/81 [==============================] - 4s 46ms/step - loss: 937.7607 - mean_squared_error: 937.7607 - val_loss: 215.8772 - val_mean_squared_error: 215.8772 Epoch 4/30 81/81 [==============================] - 4s 46ms/step - loss: 638.4656 - mean_squared_error: 638.4656 - val_loss: 253.6339 - val_mean_squared_error: 253.6339 Epoch 5/30 81/81 [==============================] - 4s 46ms/step - loss: 545.7242 - mean_squared_error: 545.7242 - val_loss: 43.8327 - val_mean_squared_error: 43.8327 Epoch 6/30 81/81 [==============================] - 4s 45ms/step - loss: 531.2341 - mean_squared_error: 531.2341 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 389.2038 - mean_squared_error: 389.2038 - val_loss: 105.4109 - val_mean_squared_error: 105.4109 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 266.5157 - mean_squared_error: 266.5157 - val_loss: 74.6540 - val_mean_squared_error: 74.6540 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 180.4768 - mean_squared_error: 180.4768 - val_loss: 79.8285 - val_mean_squared_error: 79.8285 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 81.8366 - mean_squared_error: 81.8366 - val_loss: 108.0794 - val_mean_squared_error: 108.0794 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 63.6513 - mean_squared_error: 63.6513 - val_loss: 69.5267 - val_mean_squared_error: 69.5267 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 56.3682 - mean_squared_error: 56.3682 - val_loss: 110.9456 - val_mean_squared_error: 110.9456 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 61.5412 - mean_squared_error: 61.5412 - val_loss: 34.1783 - val_mean_squared_error: 34.1783 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 64.5951 - mean_squared_error: 64.5951 - val_loss: 29.4443 - val_mean_squared_error: 29.4443 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 56.3005 - mean_squared_error: 56.3005 - val_loss: 52.1258 - val_mean_squared_error: 52.1258 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 55.6407 - mean_squared_error: 55.6407 - val_loss: 31.2534 - val_mean_squared_error: 31.2534 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 58.5588 - mean_squared_error: 58.5588 - val_loss: 156.1759 - val_mean_squared_error: 156.1759 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 52.5094 - mean_squared_error: 52.5094 - val_loss: 160.2110 - val_mean_squared_error: 160.2110 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 57.4341 - mean_squared_error: 57.4341 - val_loss: 141.0873 - val_mean_squared_error: 141.0873 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 47.2033 - mean_squared_error: 47.2033 - val_loss: 74.5288 - val_mean_squared_error: 74.5288 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 53.4043 - mean_squared_error: 53.4043 - val_loss: 204.1804 - val_mean_squared_error: 204.1804 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 45.2528 - mean_squared_error: 45.2528 - val_loss: 234.8134 - val_mean_squared_error: 234.8134 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 50.4453 - mean_squared_error: 50.4453 - val_loss: 182.0918 - val_mean_squared_error: 182.0918 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 42.8126 - mean_squared_error: 42.8126 - val_loss: 129.2427 - val_mean_squared_error: 129.2427 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 40.1669 - mean_squared_error: 40.1669 - val_loss: 118.0352 - val_mean_squared_error: 118.0352 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 44.7742 - mean_squared_error: 44.7742 - val_loss: 195.4221 - val_mean_squared_error: 195.4221 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 46.5961 - mean_squared_error: 46.5961 - val_loss: 262.8586 - val_mean_squared_error: 262.8586 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 47.6434 - mean_squared_error: 47.6434 - val_loss: 286.2825 - val_mean_squared_error: 286.2824 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 46.0383 - mean_squared_error: 46.0383 - val_loss: 198.5340 - val_mean_squared_error: 198.5340 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 45.3738 - mean_squared_error: 45.3738 - val_loss: 253.6102 - val_mean_squared_error: 253.6102
2022-12-10 12:35:00.773887: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:00.906707: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:01.032223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:01.162032: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 12:35:03.120593: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:03.602482: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:03.768617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:03.943211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:04.274768: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:04.605091: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:04.931504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4994.6353 - mean_squared_error: 4994.6353
2022-12-10 12:35:11.500781: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:11.648376: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:11.766627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:35:11.899269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 95ms/step - loss: 4994.6353 - mean_squared_error: 4994.6353 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 46ms/step - loss: 2634.3740 - mean_squared_error: 2634.3740 - val_loss: 118.4372 - val_mean_squared_error: 118.4372 Epoch 3/30 81/81 [==============================] - 4s 45ms/step - loss: 1405.9276 - mean_squared_error: 1405.9276 - val_loss: 593.6695 - val_mean_squared_error: 593.6695 Epoch 4/30 81/81 [==============================] - 4s 45ms/step - loss: 1151.8389 - mean_squared_error: 1151.8389 - val_loss: 272.2657 - val_mean_squared_error: 272.2657 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 1106.0887 - mean_squared_error: 1106.0887 - val_loss: 22.0911 - val_mean_squared_error: 22.0911 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 1001.4987 - mean_squared_error: 1001.4987 - val_loss: 264.4770 - val_mean_squared_error: 264.4770 Epoch 7/30 81/81 [==============================] - 4s 44ms/step - loss: 810.3710 - mean_squared_error: 810.3710 - val_loss: 1639.6884 - val_mean_squared_error: 1639.6884 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 743.5293 - mean_squared_error: 743.5293 - val_loss: 259.2853 - val_mean_squared_error: 259.2853 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 755.7716 - mean_squared_error: 755.7716 - val_loss: 69.9905 - val_mean_squared_error: 69.9905 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 693.4310 - mean_squared_error: 693.4310 - val_loss: 94.0539 - val_mean_squared_error: 94.0539 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 718.1315 - mean_squared_error: 718.1315 - val_loss: 95.3399 - val_mean_squared_error: 95.3399 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 714.4089 - mean_squared_error: 714.4089 - val_loss: 87.3420 - val_mean_squared_error: 87.3420 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 678.1108 - mean_squared_error: 678.1108 - val_loss: 78.4988 - val_mean_squared_error: 78.4988 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 678.6495 - mean_squared_error: 678.6495 - val_loss: 79.0029 - val_mean_squared_error: 79.0029 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 683.9462 - mean_squared_error: 683.9462 - val_loss: 71.9370 - val_mean_squared_error: 71.9370 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 702.5004 - mean_squared_error: 702.5004 - val_loss: 45.0750 - val_mean_squared_error: 45.0750 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 678.3714 - mean_squared_error: 678.3714 - val_loss: 62.7519 - val_mean_squared_error: 62.7519 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 692.3621 - mean_squared_error: 692.3621 - val_loss: 114.4976 - val_mean_squared_error: 114.4976 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 647.9706 - mean_squared_error: 647.9706 - val_loss: 156.7271 - val_mean_squared_error: 156.7271 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 647.8291 - mean_squared_error: 647.8291 - val_loss: 163.6592 - val_mean_squared_error: 163.6592 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 682.1860 - mean_squared_error: 682.1860 - val_loss: 278.2441 - val_mean_squared_error: 278.2441 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 679.0938 - mean_squared_error: 679.0938 - val_loss: 259.7949 - val_mean_squared_error: 259.7949 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 649.8618 - mean_squared_error: 649.8618 - val_loss: 250.4362 - val_mean_squared_error: 250.4362 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 608.6058 - mean_squared_error: 608.6058 - val_loss: 131.0398 - val_mean_squared_error: 131.0398 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 639.9582 - mean_squared_error: 639.9582 - val_loss: 44.1297 - val_mean_squared_error: 44.1297 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 673.6186 - mean_squared_error: 673.6186 - val_loss: 87.4498 - val_mean_squared_error: 87.4498 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 652.7372 - mean_squared_error: 652.7372 - val_loss: 291.9551 - val_mean_squared_error: 291.9551 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 675.2113 - mean_squared_error: 675.2113 - val_loss: 112.7226 - val_mean_squared_error: 112.7226 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 714.7048 - mean_squared_error: 714.7048 - val_loss: 76.8034 - val_mean_squared_error: 76.8034 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 675.5963 - mean_squared_error: 675.5963 - val_loss: 118.1573 - val_mean_squared_error: 118.1573
2022-12-10 12:36:56.671757: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:36:56.810439: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:36:56.935420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:36:57.067319: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 12:36:59.089164: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:36:59.563440: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:36:59.735817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:36:59.917133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:37:00.187813: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:37:00.405661: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:37:00.721233: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4810.9067 - mean_squared_error: 4810.9067
2022-12-10 12:37:07.471184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:37:07.623057: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:37:07.739685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:37:07.866624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 95ms/step - loss: 4810.9067 - mean_squared_error: 4810.9067 - val_loss: 471.4123 - val_mean_squared_error: 471.4123 Epoch 2/30 81/81 [==============================] - 4s 45ms/step - loss: 2429.2151 - mean_squared_error: 2429.2151 - val_loss: 245.6257 - val_mean_squared_error: 245.6257 Epoch 3/30 81/81 [==============================] - 4s 43ms/step - loss: 1477.7729 - mean_squared_error: 1477.7729 - val_loss: 646.2132 - val_mean_squared_error: 646.2131 Epoch 4/30 81/81 [==============================] - 3s 42ms/step - loss: 1220.3518 - mean_squared_error: 1220.3518 - val_loss: 503.7481 - val_mean_squared_error: 503.7481 Epoch 5/30 81/81 [==============================] - 3s 42ms/step - loss: 537.8073 - mean_squared_error: 537.8073 - val_loss: 57.0079 - val_mean_squared_error: 57.0079 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 647.6135 - mean_squared_error: 647.6135 - val_loss: 232.8750 - val_mean_squared_error: 232.8750 Epoch 7/30 81/81 [==============================] - 3s 42ms/step - loss: 335.1114 - mean_squared_error: 335.1114 - val_loss: 20.3368 - val_mean_squared_error: 20.3368 Epoch 8/30 81/81 [==============================] - 3s 43ms/step - loss: 304.9925 - mean_squared_error: 304.9925 - val_loss: 102.6544 - val_mean_squared_error: 102.6544 Epoch 9/30 81/81 [==============================] - 3s 41ms/step - loss: 313.2930 - mean_squared_error: 313.2930 - val_loss: 44.1994 - val_mean_squared_error: 44.1994 Epoch 10/30 81/81 [==============================] - 3s 41ms/step - loss: 207.4841 - mean_squared_error: 207.4841 - val_loss: 1039.3514 - val_mean_squared_error: 1039.3514 Epoch 11/30 81/81 [==============================] - 3s 42ms/step - loss: 80.6874 - mean_squared_error: 80.6874 - val_loss: 101.8173 - val_mean_squared_error: 101.8173 Epoch 12/30 81/81 [==============================] - 3s 42ms/step - loss: 75.0194 - mean_squared_error: 75.0194 - val_loss: 304.7304 - val_mean_squared_error: 304.7304 Epoch 13/30 81/81 [==============================] - 3s 42ms/step - loss: 73.4427 - mean_squared_error: 73.4427 - val_loss: 235.8078 - val_mean_squared_error: 235.8078 Epoch 14/30 81/81 [==============================] - 3s 42ms/step - loss: 76.2473 - mean_squared_error: 76.2473 - val_loss: 179.2897 - val_mean_squared_error: 179.2897 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 75.8367 - mean_squared_error: 75.8367 - val_loss: 146.8242 - val_mean_squared_error: 146.8242 Epoch 16/30 81/81 [==============================] - 3s 42ms/step - loss: 70.2792 - mean_squared_error: 70.2792 - val_loss: 51.7590 - val_mean_squared_error: 51.7590 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 65.0705 - mean_squared_error: 65.0705 - val_loss: 151.8815 - val_mean_squared_error: 151.8815 Epoch 18/30 81/81 [==============================] - 3s 42ms/step - loss: 59.4474 - mean_squared_error: 59.4474 - val_loss: 145.9535 - val_mean_squared_error: 145.9535 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 60.0095 - mean_squared_error: 60.0095 - val_loss: 47.6006 - val_mean_squared_error: 47.6006 Epoch 20/30 81/81 [==============================] - 3s 41ms/step - loss: 62.8162 - mean_squared_error: 62.8162 - val_loss: 52.8162 - val_mean_squared_error: 52.8162 Epoch 21/30 81/81 [==============================] - 3s 41ms/step - loss: 59.0079 - mean_squared_error: 59.0079 - val_loss: 37.5801 - val_mean_squared_error: 37.5801 Epoch 22/30 81/81 [==============================] - 3s 41ms/step - loss: 54.4601 - mean_squared_error: 54.4601 - val_loss: 124.2974 - val_mean_squared_error: 124.2974 Epoch 23/30 81/81 [==============================] - 3s 42ms/step - loss: 50.7957 - mean_squared_error: 50.7957 - val_loss: 65.5358 - val_mean_squared_error: 65.5358 Epoch 24/30 81/81 [==============================] - 3s 41ms/step - loss: 53.8010 - mean_squared_error: 53.8010 - val_loss: 89.0206 - val_mean_squared_error: 89.0206 Epoch 25/30 81/81 [==============================] - 3s 41ms/step - loss: 57.2684 - mean_squared_error: 57.2684 - val_loss: 79.4196 - val_mean_squared_error: 79.4196 Epoch 26/30 81/81 [==============================] - 3s 42ms/step - loss: 49.0533 - mean_squared_error: 49.0533 - val_loss: 38.1918 - val_mean_squared_error: 38.1918 Epoch 27/30 81/81 [==============================] - 3s 42ms/step - loss: 49.0824 - mean_squared_error: 49.0824 - val_loss: 39.4806 - val_mean_squared_error: 39.4806 Epoch 28/30 81/81 [==============================] - 3s 41ms/step - loss: 43.1727 - mean_squared_error: 43.1727 - val_loss: 39.4906 - val_mean_squared_error: 39.4906 Epoch 29/30 81/81 [==============================] - 3s 42ms/step - loss: 44.6351 - mean_squared_error: 44.6351 - val_loss: 42.7496 - val_mean_squared_error: 42.7496 Epoch 30/30 81/81 [==============================] - 3s 41ms/step - loss: 50.2219 - mean_squared_error: 50.2219 - val_loss: 42.3228 - val_mean_squared_error: 42.3228
2022-12-10 12:38:48.144940: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:48.272158: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:48.399029: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:48.533023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 50) (286, 50) Epoch 1/30
2022-12-10 12:38:51.070791: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:51.572748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:51.769504: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:51.981336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:52.380105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:52.732577: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:38:53.103114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4753.6006 - mean_squared_error: 4753.6006
2022-12-10 12:39:00.699184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:39:00.852425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:39:00.986675: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:39:01.132515: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 108ms/step - loss: 4753.6006 - mean_squared_error: 4753.6006 - val_loss: 2963.8645 - val_mean_squared_error: 2963.8645 Epoch 2/30 81/81 [==============================] - 4s 51ms/step - loss: 2585.8362 - mean_squared_error: 2585.8362 - val_loss: 230.0063 - val_mean_squared_error: 230.0063 Epoch 3/30 81/81 [==============================] - 4s 51ms/step - loss: 2016.3922 - mean_squared_error: 2016.3922 - val_loss: 71.1985 - val_mean_squared_error: 71.1985 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 1636.5394 - mean_squared_error: 1636.5394 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 885.5110 - mean_squared_error: 885.5110 - val_loss: 298.5913 - val_mean_squared_error: 298.5913 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 502.1341 - mean_squared_error: 502.1341 - val_loss: 195.8331 - val_mean_squared_error: 195.8331 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 504.3451 - mean_squared_error: 504.3451 - val_loss: 101.7883 - val_mean_squared_error: 101.7883 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 552.5057 - mean_squared_error: 552.5057 - val_loss: 19.8868 - val_mean_squared_error: 19.8868 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 475.7119 - mean_squared_error: 475.7119 - val_loss: 33.0487 - val_mean_squared_error: 33.0487 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 472.8395 - mean_squared_error: 472.8395 - val_loss: 82.8288 - val_mean_squared_error: 82.8288 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 458.3512 - mean_squared_error: 458.3512 - val_loss: 16.8470 - val_mean_squared_error: 16.8470 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 468.8325 - mean_squared_error: 468.8325 - val_loss: 51.2970 - val_mean_squared_error: 51.2970 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 453.6119 - mean_squared_error: 453.6119 - val_loss: 28.7888 - val_mean_squared_error: 28.7888 Epoch 14/30 81/81 [==============================] - 4s 52ms/step - loss: 476.0182 - mean_squared_error: 476.0182 - val_loss: 18.8410 - val_mean_squared_error: 18.8410 Epoch 15/30 81/81 [==============================] - 4s 52ms/step - loss: 458.8449 - mean_squared_error: 458.8449 - val_loss: 18.0294 - val_mean_squared_error: 18.0294 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 481.2660 - mean_squared_error: 481.2660 - val_loss: 28.6757 - val_mean_squared_error: 28.6757 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 447.1281 - mean_squared_error: 447.1281 - val_loss: 65.6573 - val_mean_squared_error: 65.6573 Epoch 18/30 81/81 [==============================] - 4s 54ms/step - loss: 468.2890 - mean_squared_error: 468.2890 - val_loss: 44.7628 - val_mean_squared_error: 44.7628 Epoch 19/30 81/81 [==============================] - 4s 51ms/step - loss: 442.4734 - mean_squared_error: 442.4734 - val_loss: 126.0033 - val_mean_squared_error: 126.0033 Epoch 20/30 81/81 [==============================] - 4s 52ms/step - loss: 442.2875 - mean_squared_error: 442.2875 - val_loss: 57.9615 - val_mean_squared_error: 57.9615 Epoch 21/30 81/81 [==============================] - 4s 53ms/step - loss: 444.6688 - mean_squared_error: 444.6688 - val_loss: 38.1960 - val_mean_squared_error: 38.1960 Epoch 22/30 81/81 [==============================] - 4s 53ms/step - loss: 419.0670 - mean_squared_error: 419.0670 - val_loss: 27.8458 - val_mean_squared_error: 27.8458 Epoch 23/30 81/81 [==============================] - 4s 53ms/step - loss: 470.0489 - mean_squared_error: 470.0489 - val_loss: 43.3913 - val_mean_squared_error: 43.3913 Epoch 24/30 81/81 [==============================] - 4s 51ms/step - loss: 476.7474 - mean_squared_error: 476.7474 - val_loss: 81.7031 - val_mean_squared_error: 81.7031 Epoch 25/30 81/81 [==============================] - 4s 55ms/step - loss: 434.4431 - mean_squared_error: 434.4431 - val_loss: 65.7872 - val_mean_squared_error: 65.7872 Epoch 26/30 81/81 [==============================] - 4s 54ms/step - loss: 445.8001 - mean_squared_error: 445.8001 - val_loss: 37.8814 - val_mean_squared_error: 37.8814 Epoch 27/30 81/81 [==============================] - 4s 52ms/step - loss: 434.4940 - mean_squared_error: 434.4940 - val_loss: 30.7274 - val_mean_squared_error: 30.7274 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 460.9520 - mean_squared_error: 460.9520 - val_loss: 19.3682 - val_mean_squared_error: 19.3682 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 450.8801 - mean_squared_error: 450.8801 - val_loss: 44.6428 - val_mean_squared_error: 44.6428 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 437.0439 - mean_squared_error: 437.0439 - val_loss: 42.0074 - val_mean_squared_error: 42.0074
2022-12-10 12:41:02.693958: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:02.839743: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:02.980446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:03.127422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.018969611903270227 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 50) (286, 50) Epoch 1/30
2022-12-10 12:41:05.841822: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:06.327633: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:06.548646: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:06.763879: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:07.175682: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:07.545108: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:07.909897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4934.9170 - mean_squared_error: 4934.9170
2022-12-10 12:41:15.744208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:15.878720: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:16.024338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:41:16.176679: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 110ms/step - loss: 4934.9170 - mean_squared_error: 4934.9170 - val_loss: 726.1358 - val_mean_squared_error: 726.1358 Epoch 2/30 81/81 [==============================] - 4s 54ms/step - loss: 3193.9448 - mean_squared_error: 3193.9448 - val_loss: 3032.3049 - val_mean_squared_error: 3032.3049 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1372.9604 - mean_squared_error: 1372.9604 - val_loss: 3302.5110 - val_mean_squared_error: 3302.5110 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 1058.9130 - mean_squared_error: 1058.9130 - val_loss: 179.5878 - val_mean_squared_error: 179.5878 Epoch 5/30 81/81 [==============================] - 4s 54ms/step - loss: 762.6462 - mean_squared_error: 762.6462 - val_loss: 3144.2771 - val_mean_squared_error: 3144.2771 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 733.7646 - mean_squared_error: 733.7646 - val_loss: 1652.2561 - val_mean_squared_error: 1652.2561 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 698.6965 - mean_squared_error: 698.6965 - val_loss: 370.8609 - val_mean_squared_error: 370.8609 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 677.6729 - mean_squared_error: 677.6729 - val_loss: 466.1282 - val_mean_squared_error: 466.1282 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 631.6821 - mean_squared_error: 631.6821 - val_loss: 157.8655 - val_mean_squared_error: 157.8655 Epoch 10/30 81/81 [==============================] - 4s 52ms/step - loss: 672.1901 - mean_squared_error: 672.1901 - val_loss: 171.0352 - val_mean_squared_error: 171.0352 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 675.8617 - mean_squared_error: 675.8617 - val_loss: 149.1597 - val_mean_squared_error: 149.1597 Epoch 12/30 81/81 [==============================] - 4s 53ms/step - loss: 696.9099 - mean_squared_error: 696.9099 - val_loss: 67.6994 - val_mean_squared_error: 67.6994 Epoch 13/30 81/81 [==============================] - 4s 50ms/step - loss: 660.4931 - mean_squared_error: 660.4931 - val_loss: 390.6088 - val_mean_squared_error: 390.6088 Epoch 14/30 81/81 [==============================] - 5s 60ms/step - loss: 290.1871 - mean_squared_error: 290.1871 - val_loss: 310.6368 - val_mean_squared_error: 310.6368 Epoch 15/30 81/81 [==============================] - 4s 52ms/step - loss: 66.8138 - mean_squared_error: 66.8138 - val_loss: 26.4437 - val_mean_squared_error: 26.4437 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 61.3602 - mean_squared_error: 61.3602 - val_loss: 45.1385 - val_mean_squared_error: 45.1385 Epoch 17/30 81/81 [==============================] - 4s 49ms/step - loss: 63.0196 - mean_squared_error: 63.0196 - val_loss: 131.1777 - val_mean_squared_error: 131.1777 Epoch 18/30 81/81 [==============================] - 4s 53ms/step - loss: 48.4431 - mean_squared_error: 48.4431 - val_loss: 81.7983 - val_mean_squared_error: 81.7983 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 49.4574 - mean_squared_error: 49.4574 - val_loss: 38.1291 - val_mean_squared_error: 38.1291 Epoch 20/30 81/81 [==============================] - 4s 49ms/step - loss: 57.2819 - mean_squared_error: 57.2819 - val_loss: 71.4007 - val_mean_squared_error: 71.4007 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 51.6239 - mean_squared_error: 51.6239 - val_loss: 36.2570 - val_mean_squared_error: 36.2570 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 43.1246 - mean_squared_error: 43.1246 - val_loss: 74.3394 - val_mean_squared_error: 74.3394 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 52.0695 - mean_squared_error: 52.0695 - val_loss: 40.8740 - val_mean_squared_error: 40.8740 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 44.8073 - mean_squared_error: 44.8073 - val_loss: 33.9832 - val_mean_squared_error: 33.9832 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 41.7988 - mean_squared_error: 41.7988 - val_loss: 27.4727 - val_mean_squared_error: 27.4727 Epoch 26/30 81/81 [==============================] - 4s 50ms/step - loss: 44.5953 - mean_squared_error: 44.5953 - val_loss: 33.9361 - val_mean_squared_error: 33.9361 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 41.3161 - mean_squared_error: 41.3161 - val_loss: 43.7433 - val_mean_squared_error: 43.7433 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 37.9417 - mean_squared_error: 37.9417 - val_loss: 70.7138 - val_mean_squared_error: 70.7138 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 51.1843 - mean_squared_error: 51.1843 - val_loss: 44.6791 - val_mean_squared_error: 44.6791 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 35.7402 - mean_squared_error: 35.7402 - val_loss: 39.9930 - val_mean_squared_error: 39.9930
2022-12-10 12:43:17.861673: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:17.994954: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:18.149162: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:18.313949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 12:43:20.457028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:20.976062: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:21.161911: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:21.358154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:21.756053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:22.118367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:22.458187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4820.0654 - mean_squared_error: 4820.0654
2022-12-10 12:43:29.436789: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:29.588059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:29.714700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:43:29.848740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 100ms/step - loss: 4820.0654 - mean_squared_error: 4820.0654 - val_loss: 667.3195 - val_mean_squared_error: 667.3195 Epoch 2/30 81/81 [==============================] - 4s 46ms/step - loss: 2420.4280 - mean_squared_error: 2420.4280 - val_loss: 18.5953 - val_mean_squared_error: 18.5953 Epoch 3/30 81/81 [==============================] - 4s 48ms/step - loss: 853.9213 - mean_squared_error: 853.9213 - val_loss: 46.1000 - val_mean_squared_error: 46.1000 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 1109.1768 - mean_squared_error: 1109.1768 - val_loss: 124.5381 - val_mean_squared_error: 124.5381 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 867.4690 - mean_squared_error: 867.4690 - val_loss: 515.0792 - val_mean_squared_error: 515.0792 Epoch 6/30 81/81 [==============================] - 4s 45ms/step - loss: 688.6306 - mean_squared_error: 688.6306 - val_loss: 2282.5225 - val_mean_squared_error: 2282.5225 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 354.1856 - mean_squared_error: 354.1856 - val_loss: 1016.5327 - val_mean_squared_error: 1016.5327 Epoch 8/30 81/81 [==============================] - 3s 42ms/step - loss: 93.2103 - mean_squared_error: 93.2103 - val_loss: 102.0937 - val_mean_squared_error: 102.0937 Epoch 9/30 81/81 [==============================] - 3s 42ms/step - loss: 81.2467 - mean_squared_error: 81.2467 - val_loss: 80.9640 - val_mean_squared_error: 80.9640 Epoch 10/30 81/81 [==============================] - 3s 42ms/step - loss: 70.8218 - mean_squared_error: 70.8218 - val_loss: 76.6788 - val_mean_squared_error: 76.6788 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 68.8187 - mean_squared_error: 68.8187 - val_loss: 65.7793 - val_mean_squared_error: 65.7793 Epoch 12/30 81/81 [==============================] - 4s 43ms/step - loss: 65.8631 - mean_squared_error: 65.8631 - val_loss: 94.7305 - val_mean_squared_error: 94.7305 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 64.5502 - mean_squared_error: 64.5502 - val_loss: 124.8074 - val_mean_squared_error: 124.8074 Epoch 14/30 81/81 [==============================] - 3s 42ms/step - loss: 59.5061 - mean_squared_error: 59.5061 - val_loss: 154.8160 - val_mean_squared_error: 154.8160 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 97.6329 - mean_squared_error: 97.6329 - val_loss: 1722.7937 - val_mean_squared_error: 1722.7937 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 70.5740 - mean_squared_error: 70.5740 - val_loss: 167.9984 - val_mean_squared_error: 167.9984 Epoch 17/30 81/81 [==============================] - 3s 42ms/step - loss: 58.7285 - mean_squared_error: 58.7285 - val_loss: 156.0186 - val_mean_squared_error: 156.0186 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 56.9659 - mean_squared_error: 56.9659 - val_loss: 214.8554 - val_mean_squared_error: 214.8554 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 51.7104 - mean_squared_error: 51.7104 - val_loss: 96.1256 - val_mean_squared_error: 96.1256 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 57.8078 - mean_squared_error: 57.8078 - val_loss: 94.3720 - val_mean_squared_error: 94.3720 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 52.9351 - mean_squared_error: 52.9351 - val_loss: 161.1270 - val_mean_squared_error: 161.1270 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 46.1321 - mean_squared_error: 46.1321 - val_loss: 84.4367 - val_mean_squared_error: 84.4367 Epoch 23/30 81/81 [==============================] - 3s 42ms/step - loss: 51.4793 - mean_squared_error: 51.4793 - val_loss: 41.7761 - val_mean_squared_error: 41.7761 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 47.7136 - mean_squared_error: 47.7136 - val_loss: 341.1371 - val_mean_squared_error: 341.1371 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 46.1354 - mean_squared_error: 46.1354 - val_loss: 270.3780 - val_mean_squared_error: 270.3780 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 46.9574 - mean_squared_error: 46.9574 - val_loss: 286.0770 - val_mean_squared_error: 286.0770 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 50.6245 - mean_squared_error: 50.6245 - val_loss: 92.5429 - val_mean_squared_error: 92.5429 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 46.4089 - mean_squared_error: 46.4089 - val_loss: 108.1680 - val_mean_squared_error: 108.1680 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 41.4275 - mean_squared_error: 41.4275 - val_loss: 123.0352 - val_mean_squared_error: 123.0352 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 45.3336 - mean_squared_error: 45.3336 - val_loss: 129.5598 - val_mean_squared_error: 129.5598
2022-12-10 12:45:13.799747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:13.948891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:14.085613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:14.233068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 12:45:16.833322: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:17.501372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:17.768564: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:18.049733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:18.554507: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:18.947372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:19.376514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4946.6021 - mean_squared_error: 4946.6021
2022-12-10 12:45:26.480208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:26.630028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:26.765249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:45:26.897260: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 100ms/step - loss: 4946.6021 - mean_squared_error: 4946.6021 - val_loss: 2647.5300 - val_mean_squared_error: 2647.5300 Epoch 2/30 81/81 [==============================] - 4s 47ms/step - loss: 2567.4910 - mean_squared_error: 2567.4910 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 46ms/step - loss: 2025.2314 - mean_squared_error: 2025.2314 - val_loss: 109.4098 - val_mean_squared_error: 109.4098 Epoch 4/30 81/81 [==============================] - 4s 46ms/step - loss: 1852.0918 - mean_squared_error: 1852.0918 - val_loss: 139.5319 - val_mean_squared_error: 139.5319 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 1798.9808 - mean_squared_error: 1798.9808 - val_loss: 25.0191 - val_mean_squared_error: 25.0191 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 1461.3367 - mean_squared_error: 1461.3367 - val_loss: 358.6998 - val_mean_squared_error: 358.6998 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 1191.1174 - mean_squared_error: 1191.1174 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 1096.8163 - mean_squared_error: 1096.8163 - val_loss: 255.4857 - val_mean_squared_error: 255.4857 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 1086.8945 - mean_squared_error: 1086.8945 - val_loss: 272.4492 - val_mean_squared_error: 272.4492 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 1252.0784 - mean_squared_error: 1252.0784 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 1079.2739 - mean_squared_error: 1079.2739 - val_loss: 4256.3350 - val_mean_squared_error: 4256.3350 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 205.7612 - mean_squared_error: 205.7612 - val_loss: 2634.8459 - val_mean_squared_error: 2634.8459 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 126.7475 - mean_squared_error: 126.7475 - val_loss: 995.8150 - val_mean_squared_error: 995.8150 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 117.3486 - mean_squared_error: 117.3486 - val_loss: 192.4208 - val_mean_squared_error: 192.4208 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 94.5770 - mean_squared_error: 94.5770 - val_loss: 33.6631 - val_mean_squared_error: 33.6631 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 81.0662 - mean_squared_error: 81.0662 - val_loss: 86.5340 - val_mean_squared_error: 86.5340 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 69.1330 - mean_squared_error: 69.1330 - val_loss: 114.4351 - val_mean_squared_error: 114.4351 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 70.6426 - mean_squared_error: 70.6426 - val_loss: 191.0374 - val_mean_squared_error: 191.0374 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 58.9008 - mean_squared_error: 58.9008 - val_loss: 212.0409 - val_mean_squared_error: 212.0409 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 64.7227 - mean_squared_error: 64.7227 - val_loss: 45.8542 - val_mean_squared_error: 45.8542 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 66.2911 - mean_squared_error: 66.2911 - val_loss: 79.4699 - val_mean_squared_error: 79.4699 Epoch 22/30 81/81 [==============================] - 4s 50ms/step - loss: 58.5234 - mean_squared_error: 58.5234 - val_loss: 191.6713 - val_mean_squared_error: 191.6713 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 64.5009 - mean_squared_error: 64.5009 - val_loss: 102.9644 - val_mean_squared_error: 102.9644 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 62.5941 - mean_squared_error: 62.5941 - val_loss: 71.2249 - val_mean_squared_error: 71.2249 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 57.4346 - mean_squared_error: 57.4346 - val_loss: 34.4591 - val_mean_squared_error: 34.4591 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 50.6584 - mean_squared_error: 50.6584 - val_loss: 205.8310 - val_mean_squared_error: 205.8310 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 57.2610 - mean_squared_error: 57.2610 - val_loss: 241.8823 - val_mean_squared_error: 241.8823 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 52.0328 - mean_squared_error: 52.0328 - val_loss: 49.7855 - val_mean_squared_error: 49.7855 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 49.4205 - mean_squared_error: 49.4205 - val_loss: 43.5332 - val_mean_squared_error: 43.5332 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 51.1219 - mean_squared_error: 51.1219 - val_loss: 194.4624 - val_mean_squared_error: 194.4624
2022-12-10 12:47:16.945175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:17.095878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:17.244074: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:17.395985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 12:47:19.677132: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:20.166312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:20.362385: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:20.569494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:20.989650: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:21.365217: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:21.729781: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4786.4834 - mean_squared_error: 4786.4834
2022-12-10 12:47:29.300635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:29.454024: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:29.585093: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:47:29.728162: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 108ms/step - loss: 4786.4834 - mean_squared_error: 4786.4834 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 50ms/step - loss: 2443.2231 - mean_squared_error: 2443.2231 - val_loss: 138.6577 - val_mean_squared_error: 138.6577 Epoch 3/30 81/81 [==============================] - 4s 49ms/step - loss: 1866.7166 - mean_squared_error: 1866.7166 - val_loss: 191.4929 - val_mean_squared_error: 191.4929 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 1484.5913 - mean_squared_error: 1484.5913 - val_loss: 303.0027 - val_mean_squared_error: 303.0027 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 1311.2570 - mean_squared_error: 1311.2570 - val_loss: 230.1480 - val_mean_squared_error: 230.1480 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 1306.0234 - mean_squared_error: 1306.0234 - val_loss: 531.6527 - val_mean_squared_error: 531.6527 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 1236.1522 - mean_squared_error: 1236.1522 - val_loss: 24.1619 - val_mean_squared_error: 24.1619 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 1070.3092 - mean_squared_error: 1070.3092 - val_loss: 344.9660 - val_mean_squared_error: 344.9660 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 867.7447 - mean_squared_error: 867.7447 - val_loss: 329.3162 - val_mean_squared_error: 329.3162 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 473.2475 - mean_squared_error: 473.2475 - val_loss: 262.2441 - val_mean_squared_error: 262.2441 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 458.7516 - mean_squared_error: 458.7516 - val_loss: 48.0184 - val_mean_squared_error: 48.0184 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 482.5475 - mean_squared_error: 482.5475 - val_loss: 23.4156 - val_mean_squared_error: 23.4156 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 451.4223 - mean_squared_error: 451.4223 - val_loss: 28.4056 - val_mean_squared_error: 28.4056 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 477.4807 - mean_squared_error: 477.4807 - val_loss: 34.7785 - val_mean_squared_error: 34.7785 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 449.4404 - mean_squared_error: 449.4404 - val_loss: 69.5968 - val_mean_squared_error: 69.5968 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 416.1828 - mean_squared_error: 416.1828 - val_loss: 70.7648 - val_mean_squared_error: 70.7648 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 405.5701 - mean_squared_error: 405.5701 - val_loss: 75.0810 - val_mean_squared_error: 75.0810 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 227.2495 - mean_squared_error: 227.2495 - val_loss: 13.6442 - val_mean_squared_error: 13.6442 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 261.3076 - mean_squared_error: 261.3076 - val_loss: 753.1729 - val_mean_squared_error: 753.1729 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 291.2329 - mean_squared_error: 291.2329 - val_loss: 182.7647 - val_mean_squared_error: 182.7647 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 251.5114 - mean_squared_error: 251.5114 - val_loss: 20.8910 - val_mean_squared_error: 20.8910 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 222.9851 - mean_squared_error: 222.9851 - val_loss: 20.9707 - val_mean_squared_error: 20.9707 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 236.0641 - mean_squared_error: 236.0641 - val_loss: 18.9550 - val_mean_squared_error: 18.9550 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 234.7835 - mean_squared_error: 234.7835 - val_loss: 11.1678 - val_mean_squared_error: 11.1678 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 249.6053 - mean_squared_error: 249.6053 - val_loss: 10.2269 - val_mean_squared_error: 10.2269 Epoch 26/30 81/81 [==============================] - 4s 49ms/step - loss: 267.6863 - mean_squared_error: 267.6863 - val_loss: 14.5812 - val_mean_squared_error: 14.5812 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 259.9422 - mean_squared_error: 259.9422 - val_loss: 39.2783 - val_mean_squared_error: 39.2783 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 250.5789 - mean_squared_error: 250.5789 - val_loss: 26.1415 - val_mean_squared_error: 26.1415 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 230.7427 - mean_squared_error: 230.7427 - val_loss: 28.5645 - val_mean_squared_error: 28.5645 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 236.1731 - mean_squared_error: 236.1731 - val_loss: 13.1649 - val_mean_squared_error: 13.1649
2022-12-10 12:49:24.707479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:24.849902: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:24.990658: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:25.133540: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 37) (286, 37) Epoch 1/30
2022-12-10 12:49:27.061100: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:27.594618: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:27.789497: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:27.993334: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:28.409966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:28.776031: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:29.124786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4691.1846 - mean_squared_error: 4691.1846
2022-12-10 12:49:36.561988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:36.735607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:36.860853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:49:36.995468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 105ms/step - loss: 4691.1846 - mean_squared_error: 4691.1846 - val_loss: 804.5646 - val_mean_squared_error: 804.5646 Epoch 2/30 81/81 [==============================] - 4s 45ms/step - loss: 2313.3115 - mean_squared_error: 2313.3115 - val_loss: 103.8569 - val_mean_squared_error: 103.8569 Epoch 3/30 81/81 [==============================] - 4s 43ms/step - loss: 1245.6353 - mean_squared_error: 1245.6353 - val_loss: 762.6606 - val_mean_squared_error: 762.6605 Epoch 4/30 81/81 [==============================] - 4s 44ms/step - loss: 594.6905 - mean_squared_error: 594.6905 - val_loss: 252.5852 - val_mean_squared_error: 252.5852 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 348.4269 - mean_squared_error: 348.4269 - val_loss: 157.0287 - val_mean_squared_error: 157.0287 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 368.5874 - mean_squared_error: 368.5874 - val_loss: 216.1307 - val_mean_squared_error: 216.1307 Epoch 7/30 81/81 [==============================] - 3s 43ms/step - loss: 300.0984 - mean_squared_error: 300.0984 - val_loss: 177.9787 - val_mean_squared_error: 177.9787 Epoch 8/30 81/81 [==============================] - 3s 43ms/step - loss: 297.8125 - mean_squared_error: 297.8125 - val_loss: 189.1321 - val_mean_squared_error: 189.1321 Epoch 9/30 81/81 [==============================] - 3s 43ms/step - loss: 268.6486 - mean_squared_error: 268.6486 - val_loss: 38.7305 - val_mean_squared_error: 38.7305 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 252.8921 - mean_squared_error: 252.8921 - val_loss: 148.9138 - val_mean_squared_error: 148.9138 Epoch 11/30 81/81 [==============================] - 3s 43ms/step - loss: 268.1101 - mean_squared_error: 268.1101 - val_loss: 49.3199 - val_mean_squared_error: 49.3199 Epoch 12/30 81/81 [==============================] - 3s 43ms/step - loss: 263.0961 - mean_squared_error: 263.0961 - val_loss: 23.9527 - val_mean_squared_error: 23.9527 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 269.6171 - mean_squared_error: 269.6171 - val_loss: 38.2378 - val_mean_squared_error: 38.2378 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 277.5369 - mean_squared_error: 277.5369 - val_loss: 117.6283 - val_mean_squared_error: 117.6283 Epoch 15/30 81/81 [==============================] - 3s 43ms/step - loss: 271.4927 - mean_squared_error: 271.4927 - val_loss: 33.2715 - val_mean_squared_error: 33.2715 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 259.6350 - mean_squared_error: 259.6350 - val_loss: 72.7132 - val_mean_squared_error: 72.7132 Epoch 17/30 81/81 [==============================] - 3s 42ms/step - loss: 262.6604 - mean_squared_error: 262.6604 - val_loss: 75.7360 - val_mean_squared_error: 75.7360 Epoch 18/30 81/81 [==============================] - 3s 42ms/step - loss: 271.1356 - mean_squared_error: 271.1356 - val_loss: 24.4005 - val_mean_squared_error: 24.4005 Epoch 19/30 81/81 [==============================] - 3s 42ms/step - loss: 262.8511 - mean_squared_error: 262.8511 - val_loss: 27.9708 - val_mean_squared_error: 27.9708 Epoch 20/30 81/81 [==============================] - 3s 43ms/step - loss: 235.0590 - mean_squared_error: 235.0590 - val_loss: 182.9212 - val_mean_squared_error: 182.9212 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 232.3320 - mean_squared_error: 232.3320 - val_loss: 171.4971 - val_mean_squared_error: 171.4971 Epoch 22/30 81/81 [==============================] - 3s 42ms/step - loss: 237.6643 - mean_squared_error: 237.6643 - val_loss: 102.1252 - val_mean_squared_error: 102.1252 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 226.2525 - mean_squared_error: 226.2525 - val_loss: 92.9664 - val_mean_squared_error: 92.9664 Epoch 24/30 81/81 [==============================] - 3s 42ms/step - loss: 258.3118 - mean_squared_error: 258.3118 - val_loss: 126.9280 - val_mean_squared_error: 126.9280 Epoch 25/30 81/81 [==============================] - 3s 42ms/step - loss: 230.6533 - mean_squared_error: 230.6533 - val_loss: 75.1193 - val_mean_squared_error: 75.1193 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 265.6049 - mean_squared_error: 265.6049 - val_loss: 34.3686 - val_mean_squared_error: 34.3686 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 240.4287 - mean_squared_error: 240.4287 - val_loss: 106.9058 - val_mean_squared_error: 106.9058 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 242.1669 - mean_squared_error: 242.1669 - val_loss: 56.6533 - val_mean_squared_error: 56.6533 Epoch 29/30 81/81 [==============================] - 3s 42ms/step - loss: 222.4110 - mean_squared_error: 222.4110 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 30/30 81/81 [==============================] - 3s 42ms/step - loss: 408.3930 - mean_squared_error: 408.3930 - val_loss: 278.9554 - val_mean_squared_error: 278.9554
2022-12-10 12:51:18.554956: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:18.695046: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:18.815844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:18.947333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 3 best_solution : [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1 1 0 1 0 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1 1 0 1 1 0 0 1] Selected indices : [ 0 1 2 3 4 6 8 9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41 42 43 44 46 47 51 52 53 54 55 56 58 61 62 65 66 67 69 72 73 74 76 77 80] Number of selected elements : 48 Best solution fitness : 0.03867018076549878 Generation: 2 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 50) (286, 50) Epoch 1/30
2022-12-10 12:51:20.732088: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:21.255390: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:21.453367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:21.669271: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:22.058748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:22.412219: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:22.857255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4882.8521 - mean_squared_error: 4882.8521
2022-12-10 12:51:30.313041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:30.459614: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:30.594620: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:51:30.730344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 106ms/step - loss: 4882.8521 - mean_squared_error: 4882.8521 - val_loss: 700.5453 - val_mean_squared_error: 700.5453 Epoch 2/30 81/81 [==============================] - 4s 51ms/step - loss: 2443.4983 - mean_squared_error: 2443.4983 - val_loss: 242.0725 - val_mean_squared_error: 242.0725 Epoch 3/30 81/81 [==============================] - 4s 50ms/step - loss: 1692.0070 - mean_squared_error: 1692.0070 - val_loss: 319.9344 - val_mean_squared_error: 319.9343 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 1428.1155 - mean_squared_error: 1428.1155 - val_loss: 577.6846 - val_mean_squared_error: 577.6846 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 1284.4303 - mean_squared_error: 1284.4303 - val_loss: 829.8972 - val_mean_squared_error: 829.8971 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 1282.1808 - mean_squared_error: 1282.1808 - val_loss: 647.3451 - val_mean_squared_error: 647.3451 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 1180.2483 - mean_squared_error: 1180.2483 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 1061.7585 - mean_squared_error: 1061.7585 - val_loss: 8014.9019 - val_mean_squared_error: 8014.9019 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 602.0547 - mean_squared_error: 602.0547 - val_loss: 2651.3721 - val_mean_squared_error: 2651.3721 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 592.2081 - mean_squared_error: 592.2081 - val_loss: 1383.5867 - val_mean_squared_error: 1383.5867 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 580.3494 - mean_squared_error: 580.3494 - val_loss: 795.8716 - val_mean_squared_error: 795.8716 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 562.1384 - mean_squared_error: 562.1384 - val_loss: 26.9784 - val_mean_squared_error: 26.9784 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 262.2408 - mean_squared_error: 262.2408 - val_loss: 3137.3584 - val_mean_squared_error: 3137.3584 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 121.6338 - mean_squared_error: 121.6338 - val_loss: 309.4300 - val_mean_squared_error: 309.4300 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 99.3797 - mean_squared_error: 99.3797 - val_loss: 510.4723 - val_mean_squared_error: 510.4723 Epoch 16/30 81/81 [==============================] - 4s 49ms/step - loss: 73.9436 - mean_squared_error: 73.9436 - val_loss: 800.2096 - val_mean_squared_error: 800.2096 Epoch 17/30 81/81 [==============================] - 4s 49ms/step - loss: 72.3298 - mean_squared_error: 72.3298 - val_loss: 221.7168 - val_mean_squared_error: 221.7168 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 64.8525 - mean_squared_error: 64.8525 - val_loss: 76.4169 - val_mean_squared_error: 76.4169 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 64.1862 - mean_squared_error: 64.1862 - val_loss: 113.5526 - val_mean_squared_error: 113.5526 Epoch 20/30 81/81 [==============================] - 4s 50ms/step - loss: 69.1229 - mean_squared_error: 69.1229 - val_loss: 51.3833 - val_mean_squared_error: 51.3833 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 63.0717 - mean_squared_error: 63.0717 - val_loss: 93.9273 - val_mean_squared_error: 93.9273 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 61.5306 - mean_squared_error: 61.5306 - val_loss: 50.5757 - val_mean_squared_error: 50.5757 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 59.6866 - mean_squared_error: 59.6866 - val_loss: 63.8319 - val_mean_squared_error: 63.8319 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 53.0708 - mean_squared_error: 53.0708 - val_loss: 32.1827 - val_mean_squared_error: 32.1827 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 55.7983 - mean_squared_error: 55.7983 - val_loss: 43.9433 - val_mean_squared_error: 43.9433 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 51.7897 - mean_squared_error: 51.7897 - val_loss: 116.3160 - val_mean_squared_error: 116.3160 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 56.1530 - mean_squared_error: 56.1530 - val_loss: 31.3719 - val_mean_squared_error: 31.3719 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 53.3409 - mean_squared_error: 53.3409 - val_loss: 55.4807 - val_mean_squared_error: 55.4807 Epoch 29/30 81/81 [==============================] - 4s 48ms/step - loss: 47.0785 - mean_squared_error: 47.0785 - val_loss: 49.8650 - val_mean_squared_error: 49.8650 Epoch 30/30 81/81 [==============================] - 4s 48ms/step - loss: 48.3010 - mean_squared_error: 48.3010 - val_loss: 63.2171 - val_mean_squared_error: 63.2171
2022-12-10 12:53:27.719740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:27.865022: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:27.997911: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:28.141242: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 12:53:29.963158: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:30.444049: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:30.615824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:30.807944: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:31.187822: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:31.521425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:31.850284: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4859.1274 - mean_squared_error: 4859.1274
2022-12-10 12:53:38.676910: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:38.819288: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:38.948455: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:53:39.075588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 11s 97ms/step - loss: 4859.1274 - mean_squared_error: 4859.1274 - val_loss: 999.6755 - val_mean_squared_error: 999.6755 Epoch 2/30 81/81 [==============================] - 4s 45ms/step - loss: 2310.3171 - mean_squared_error: 2310.3171 - val_loss: 48.7346 - val_mean_squared_error: 48.7346 Epoch 3/30 81/81 [==============================] - 3s 43ms/step - loss: 1567.1946 - mean_squared_error: 1567.1946 - val_loss: 625.1455 - val_mean_squared_error: 625.1455 Epoch 4/30 81/81 [==============================] - 4s 44ms/step - loss: 1055.9800 - mean_squared_error: 1055.9800 - val_loss: 1807.3040 - val_mean_squared_error: 1807.3040 Epoch 5/30 81/81 [==============================] - 3s 43ms/step - loss: 563.1806 - mean_squared_error: 563.1806 - val_loss: 45.4507 - val_mean_squared_error: 45.4507 Epoch 6/30 81/81 [==============================] - 3s 42ms/step - loss: 438.1714 - mean_squared_error: 438.1714 - val_loss: 121.2295 - val_mean_squared_error: 121.2295 Epoch 7/30 81/81 [==============================] - 3s 42ms/step - loss: 350.1583 - mean_squared_error: 350.1583 - val_loss: 182.9995 - val_mean_squared_error: 182.9995 Epoch 8/30 81/81 [==============================] - 3s 42ms/step - loss: 452.8277 - mean_squared_error: 452.8277 - val_loss: 378.5480 - val_mean_squared_error: 378.5480 Epoch 9/30 81/81 [==============================] - 3s 41ms/step - loss: 261.2378 - mean_squared_error: 261.2378 - val_loss: 35.2261 - val_mean_squared_error: 35.2261 Epoch 10/30 81/81 [==============================] - 3s 41ms/step - loss: 116.4827 - mean_squared_error: 116.4827 - val_loss: 71.1314 - val_mean_squared_error: 71.1314 Epoch 11/30 81/81 [==============================] - 3s 41ms/step - loss: 83.0154 - mean_squared_error: 83.0154 - val_loss: 77.1595 - val_mean_squared_error: 77.1595 Epoch 12/30 81/81 [==============================] - 3s 41ms/step - loss: 77.3677 - mean_squared_error: 77.3677 - val_loss: 173.2083 - val_mean_squared_error: 173.2083 Epoch 13/30 81/81 [==============================] - 3s 41ms/step - loss: 73.7825 - mean_squared_error: 73.7825 - val_loss: 79.4712 - val_mean_squared_error: 79.4712 Epoch 14/30 81/81 [==============================] - 3s 42ms/step - loss: 64.0606 - mean_squared_error: 64.0606 - val_loss: 178.5312 - val_mean_squared_error: 178.5312 Epoch 15/30 81/81 [==============================] - 3s 41ms/step - loss: 59.9398 - mean_squared_error: 59.9398 - val_loss: 54.2963 - val_mean_squared_error: 54.2963 Epoch 16/30 81/81 [==============================] - 3s 41ms/step - loss: 53.2122 - mean_squared_error: 53.2122 - val_loss: 27.6886 - val_mean_squared_error: 27.6886 Epoch 17/30 81/81 [==============================] - 3s 42ms/step - loss: 56.2030 - mean_squared_error: 56.2030 - val_loss: 27.3899 - val_mean_squared_error: 27.3899 Epoch 18/30 81/81 [==============================] - 3s 41ms/step - loss: 52.7281 - mean_squared_error: 52.7281 - val_loss: 52.0408 - val_mean_squared_error: 52.0408 Epoch 19/30 81/81 [==============================] - 3s 41ms/step - loss: 52.9101 - mean_squared_error: 52.9101 - val_loss: 65.3423 - val_mean_squared_error: 65.3423 Epoch 20/30 81/81 [==============================] - 3s 41ms/step - loss: 49.9292 - mean_squared_error: 49.9292 - val_loss: 50.9898 - val_mean_squared_error: 50.9898 Epoch 21/30 81/81 [==============================] - 3s 41ms/step - loss: 46.4846 - mean_squared_error: 46.4846 - val_loss: 24.9856 - val_mean_squared_error: 24.9856 Epoch 22/30 81/81 [==============================] - 3s 42ms/step - loss: 46.0860 - mean_squared_error: 46.0860 - val_loss: 68.5127 - val_mean_squared_error: 68.5127 Epoch 23/30 81/81 [==============================] - 3s 41ms/step - loss: 45.9592 - mean_squared_error: 45.9592 - val_loss: 66.2422 - val_mean_squared_error: 66.2422 Epoch 24/30 81/81 [==============================] - 3s 41ms/step - loss: 53.1637 - mean_squared_error: 53.1637 - val_loss: 107.4119 - val_mean_squared_error: 107.4119 Epoch 25/30 81/81 [==============================] - 3s 41ms/step - loss: 43.1461 - mean_squared_error: 43.1461 - val_loss: 34.2735 - val_mean_squared_error: 34.2735 Epoch 26/30 81/81 [==============================] - 3s 41ms/step - loss: 47.3288 - mean_squared_error: 47.3288 - val_loss: 58.0702 - val_mean_squared_error: 58.0702 Epoch 27/30 81/81 [==============================] - 3s 41ms/step - loss: 39.3399 - mean_squared_error: 39.3399 - val_loss: 68.3178 - val_mean_squared_error: 68.3178 Epoch 28/30 81/81 [==============================] - 3s 41ms/step - loss: 44.9182 - mean_squared_error: 44.9182 - val_loss: 31.7845 - val_mean_squared_error: 31.7845 Epoch 29/30 81/81 [==============================] - 3s 41ms/step - loss: 43.3672 - mean_squared_error: 43.3672 - val_loss: 54.8549 - val_mean_squared_error: 54.8549 Epoch 30/30 81/81 [==============================] - 3s 41ms/step - loss: 47.6085 - mean_squared_error: 47.6085 - val_loss: 55.2555 - val_mean_squared_error: 55.2555
2022-12-10 12:55:17.676359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:17.821580: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:17.943770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:18.077375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 12:55:20.281595: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:20.758085: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:20.937841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:21.131018: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:21.504805: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:21.843344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:22.218949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4920.2842 - mean_squared_error: 4920.2842
2022-12-10 12:55:29.664613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:29.813922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:29.948422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:55:30.082285: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 12s 105ms/step - loss: 4920.2842 - mean_squared_error: 4920.2842 - val_loss: 543.1704 - val_mean_squared_error: 543.1704 Epoch 2/30 81/81 [==============================] - 4s 47ms/step - loss: 2629.1377 - mean_squared_error: 2629.1377 - val_loss: 171.3811 - val_mean_squared_error: 171.3811 Epoch 3/30 81/81 [==============================] - 4s 46ms/step - loss: 1563.8350 - mean_squared_error: 1563.8350 - val_loss: 837.2672 - val_mean_squared_error: 837.2672 Epoch 4/30 81/81 [==============================] - 4s 45ms/step - loss: 693.2759 - mean_squared_error: 693.2759 - val_loss: 1445.9038 - val_mean_squared_error: 1445.9038 Epoch 5/30 81/81 [==============================] - 4s 46ms/step - loss: 335.7815 - mean_squared_error: 335.7815 - val_loss: 876.1022 - val_mean_squared_error: 876.1022 Epoch 6/30 81/81 [==============================] - 4s 45ms/step - loss: 198.6228 - mean_squared_error: 198.6228 - val_loss: 531.5105 - val_mean_squared_error: 531.5105 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 151.0404 - mean_squared_error: 151.0404 - val_loss: 212.9802 - val_mean_squared_error: 212.9802 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 122.3903 - mean_squared_error: 122.3903 - val_loss: 166.3854 - val_mean_squared_error: 166.3854 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 104.8775 - mean_squared_error: 104.8775 - val_loss: 244.6050 - val_mean_squared_error: 244.6050 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 93.5224 - mean_squared_error: 93.5224 - val_loss: 115.1830 - val_mean_squared_error: 115.1830 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 81.4316 - mean_squared_error: 81.4316 - val_loss: 27.4775 - val_mean_squared_error: 27.4775 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 81.1961 - mean_squared_error: 81.1961 - val_loss: 69.9795 - val_mean_squared_error: 69.9795 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 65.7492 - mean_squared_error: 65.7492 - val_loss: 32.7081 - val_mean_squared_error: 32.7081 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 68.6959 - mean_squared_error: 68.6959 - val_loss: 86.0115 - val_mean_squared_error: 86.0115 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 72.5689 - mean_squared_error: 72.5689 - val_loss: 52.4603 - val_mean_squared_error: 52.4603 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 62.9567 - mean_squared_error: 62.9567 - val_loss: 71.5864 - val_mean_squared_error: 71.5864 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 60.8034 - mean_squared_error: 60.8034 - val_loss: 46.6713 - val_mean_squared_error: 46.6713 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 55.5916 - mean_squared_error: 55.5916 - val_loss: 67.4193 - val_mean_squared_error: 67.4193 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 58.0829 - mean_squared_error: 58.0829 - val_loss: 62.6294 - val_mean_squared_error: 62.6294 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 59.6879 - mean_squared_error: 59.6879 - val_loss: 64.9130 - val_mean_squared_error: 64.9130 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 53.6528 - mean_squared_error: 53.6528 - val_loss: 62.6642 - val_mean_squared_error: 62.6642 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 52.2728 - mean_squared_error: 52.2728 - val_loss: 46.7088 - val_mean_squared_error: 46.7088 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 48.3038 - mean_squared_error: 48.3038 - val_loss: 64.2210 - val_mean_squared_error: 64.2210 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 56.5163 - mean_squared_error: 56.5163 - val_loss: 39.0282 - val_mean_squared_error: 39.0282 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 48.5212 - mean_squared_error: 48.5212 - val_loss: 47.4342 - val_mean_squared_error: 47.4342 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 56.4871 - mean_squared_error: 56.4871 - val_loss: 78.7730 - val_mean_squared_error: 78.7730 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 47.5644 - mean_squared_error: 47.5644 - val_loss: 71.7834 - val_mean_squared_error: 71.7834 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 50.8392 - mean_squared_error: 50.8392 - val_loss: 72.7074 - val_mean_squared_error: 72.7074 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 50.0437 - mean_squared_error: 50.0437 - val_loss: 65.0336 - val_mean_squared_error: 65.0335 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 45.5244 - mean_squared_error: 45.5244 - val_loss: 44.3376 - val_mean_squared_error: 44.3376
2022-12-10 12:57:15.540877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:15.682953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:15.818920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:15.966740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 12:57:18.313273: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:18.794276: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:18.993354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:19.205343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:19.626218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:19.996404: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:20.464688: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4867.8062 - mean_squared_error: 4867.8062
2022-12-10 12:57:28.721594: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:28.884842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:29.025571: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:57:29.157827: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 116ms/step - loss: 4867.8062 - mean_squared_error: 4867.8062 - val_loss: 462.6802 - val_mean_squared_error: 462.6802 Epoch 2/30 81/81 [==============================] - 4s 53ms/step - loss: 2754.8755 - mean_squared_error: 2754.8755 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 50ms/step - loss: 1653.6836 - mean_squared_error: 1653.6836 - val_loss: 2575.7546 - val_mean_squared_error: 2575.7546 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 655.7657 - mean_squared_error: 655.7657 - val_loss: 4815.3306 - val_mean_squared_error: 4815.3306 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 239.8437 - mean_squared_error: 239.8437 - val_loss: 1298.6143 - val_mean_squared_error: 1298.6143 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 134.0894 - mean_squared_error: 134.0894 - val_loss: 36.1625 - val_mean_squared_error: 36.1625 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 102.0405 - mean_squared_error: 102.0405 - val_loss: 16.5490 - val_mean_squared_error: 16.5490 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 93.8004 - mean_squared_error: 93.8004 - val_loss: 96.8837 - val_mean_squared_error: 96.8837 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 77.7291 - mean_squared_error: 77.7291 - val_loss: 81.2063 - val_mean_squared_error: 81.2063 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 78.2039 - mean_squared_error: 78.2039 - val_loss: 101.3579 - val_mean_squared_error: 101.3579 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 67.0480 - mean_squared_error: 67.0480 - val_loss: 25.5117 - val_mean_squared_error: 25.5117 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 62.0305 - mean_squared_error: 62.0305 - val_loss: 69.0299 - val_mean_squared_error: 69.0299 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 77.6992 - mean_squared_error: 77.6992 - val_loss: 35.3110 - val_mean_squared_error: 35.3110 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 58.4968 - mean_squared_error: 58.4968 - val_loss: 89.8331 - val_mean_squared_error: 89.8331 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 53.7870 - mean_squared_error: 53.7870 - val_loss: 51.6779 - val_mean_squared_error: 51.6779 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 57.7652 - mean_squared_error: 57.7652 - val_loss: 74.9283 - val_mean_squared_error: 74.9283 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 55.2963 - mean_squared_error: 55.2963 - val_loss: 33.0395 - val_mean_squared_error: 33.0395 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 57.2082 - mean_squared_error: 57.2082 - val_loss: 41.3406 - val_mean_squared_error: 41.3406 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 53.5069 - mean_squared_error: 53.5069 - val_loss: 149.4607 - val_mean_squared_error: 149.4607 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 51.0467 - mean_squared_error: 51.0467 - val_loss: 33.2851 - val_mean_squared_error: 33.2851 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 44.0939 - mean_squared_error: 44.0939 - val_loss: 49.2312 - val_mean_squared_error: 49.2312 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 47.8962 - mean_squared_error: 47.8962 - val_loss: 24.3340 - val_mean_squared_error: 24.3340 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 52.3041 - mean_squared_error: 52.3041 - val_loss: 50.1669 - val_mean_squared_error: 50.1669 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 47.3738 - mean_squared_error: 47.3738 - val_loss: 236.2157 - val_mean_squared_error: 236.2157 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 44.5274 - mean_squared_error: 44.5274 - val_loss: 21.6180 - val_mean_squared_error: 21.6180 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 50.0780 - mean_squared_error: 50.0780 - val_loss: 19.1632 - val_mean_squared_error: 19.1632 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 43.3686 - mean_squared_error: 43.3686 - val_loss: 44.0869 - val_mean_squared_error: 44.0869 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 42.9817 - mean_squared_error: 42.9817 - val_loss: 21.8204 - val_mean_squared_error: 21.8204 Epoch 29/30 81/81 [==============================] - 4s 48ms/step - loss: 51.0361 - mean_squared_error: 51.0361 - val_loss: 21.6140 - val_mean_squared_error: 21.6140 Epoch 30/30 81/81 [==============================] - 4s 48ms/step - loss: 39.2362 - mean_squared_error: 39.2362 - val_loss: 26.9918 - val_mean_squared_error: 26.9918
2022-12-10 12:59:24.058214: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:24.199913: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:24.355865: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:24.501912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 37) (286, 37) Epoch 1/30
2022-12-10 12:59:26.953883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:27.445073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:27.667690: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:27.941533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:28.511748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:28.976166: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:29.404778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4732.2627 - mean_squared_error: 4732.2627
2022-12-10 12:59:37.577235: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:37.744174: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:37.879098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 12:59:38.053364: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 117ms/step - loss: 4732.2627 - mean_squared_error: 4732.2627 - val_loss: 716.9813 - val_mean_squared_error: 716.9813 Epoch 2/30 81/81 [==============================] - 4s 46ms/step - loss: 2444.7402 - mean_squared_error: 2444.7402 - val_loss: 98.9014 - val_mean_squared_error: 98.9014 Epoch 3/30 81/81 [==============================] - 4s 44ms/step - loss: 1360.1740 - mean_squared_error: 1360.1740 - val_loss: 193.0887 - val_mean_squared_error: 193.0887 Epoch 4/30 81/81 [==============================] - 4s 44ms/step - loss: 607.3959 - mean_squared_error: 607.3959 - val_loss: 1799.5319 - val_mean_squared_error: 1799.5319 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 368.2345 - mean_squared_error: 368.2345 - val_loss: 378.6968 - val_mean_squared_error: 378.6968 Epoch 6/30 81/81 [==============================] - 4s 43ms/step - loss: 216.9694 - mean_squared_error: 216.9694 - val_loss: 942.2192 - val_mean_squared_error: 942.2192 Epoch 7/30 81/81 [==============================] - 3s 42ms/step - loss: 129.7553 - mean_squared_error: 129.7553 - val_loss: 299.2527 - val_mean_squared_error: 299.2527 Epoch 8/30 81/81 [==============================] - 3s 42ms/step - loss: 102.7859 - mean_squared_error: 102.7859 - val_loss: 26.2205 - val_mean_squared_error: 26.2205 Epoch 9/30 81/81 [==============================] - 3s 42ms/step - loss: 83.0827 - mean_squared_error: 83.0827 - val_loss: 54.0346 - val_mean_squared_error: 54.0346 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 67.0800 - mean_squared_error: 67.0800 - val_loss: 34.0438 - val_mean_squared_error: 34.0438 Epoch 11/30 81/81 [==============================] - 3s 42ms/step - loss: 69.2698 - mean_squared_error: 69.2698 - val_loss: 29.8997 - val_mean_squared_error: 29.8997 Epoch 12/30 81/81 [==============================] - 3s 42ms/step - loss: 68.8510 - mean_squared_error: 68.8510 - val_loss: 32.8670 - val_mean_squared_error: 32.8670 Epoch 13/30 81/81 [==============================] - 3s 42ms/step - loss: 68.0476 - mean_squared_error: 68.0476 - val_loss: 19.1439 - val_mean_squared_error: 19.1439 Epoch 14/30 81/81 [==============================] - 3s 42ms/step - loss: 67.2957 - mean_squared_error: 67.2957 - val_loss: 27.9205 - val_mean_squared_error: 27.9205 Epoch 15/30 81/81 [==============================] - 3s 42ms/step - loss: 54.8711 - mean_squared_error: 54.8711 - val_loss: 22.1830 - val_mean_squared_error: 22.1830 Epoch 16/30 81/81 [==============================] - 3s 42ms/step - loss: 56.0675 - mean_squared_error: 56.0675 - val_loss: 24.2862 - val_mean_squared_error: 24.2862 Epoch 17/30 81/81 [==============================] - 3s 42ms/step - loss: 56.7645 - mean_squared_error: 56.7645 - val_loss: 34.4800 - val_mean_squared_error: 34.4800 Epoch 18/30 81/81 [==============================] - 3s 42ms/step - loss: 51.4035 - mean_squared_error: 51.4035 - val_loss: 63.3086 - val_mean_squared_error: 63.3086 Epoch 19/30 81/81 [==============================] - 3s 42ms/step - loss: 55.2386 - mean_squared_error: 55.2386 - val_loss: 28.6889 - val_mean_squared_error: 28.6889 Epoch 20/30 81/81 [==============================] - 3s 42ms/step - loss: 53.7768 - mean_squared_error: 53.7768 - val_loss: 13.0185 - val_mean_squared_error: 13.0185 Epoch 21/30 81/81 [==============================] - 3s 42ms/step - loss: 49.8716 - mean_squared_error: 49.8716 - val_loss: 20.1836 - val_mean_squared_error: 20.1836 Epoch 22/30 81/81 [==============================] - 3s 42ms/step - loss: 51.6539 - mean_squared_error: 51.6539 - val_loss: 28.8719 - val_mean_squared_error: 28.8719 Epoch 23/30 81/81 [==============================] - 3s 42ms/step - loss: 53.4259 - mean_squared_error: 53.4259 - val_loss: 67.7566 - val_mean_squared_error: 67.7566 Epoch 24/30 81/81 [==============================] - 3s 42ms/step - loss: 49.2107 - mean_squared_error: 49.2107 - val_loss: 18.4402 - val_mean_squared_error: 18.4402 Epoch 25/30 81/81 [==============================] - 3s 42ms/step - loss: 41.4185 - mean_squared_error: 41.4185 - val_loss: 28.7624 - val_mean_squared_error: 28.7624 Epoch 26/30 81/81 [==============================] - 3s 42ms/step - loss: 41.1492 - mean_squared_error: 41.1492 - val_loss: 24.8740 - val_mean_squared_error: 24.8740 Epoch 27/30 81/81 [==============================] - 3s 42ms/step - loss: 42.3661 - mean_squared_error: 42.3661 - val_loss: 24.1472 - val_mean_squared_error: 24.1472 Epoch 28/30 81/81 [==============================] - 3s 42ms/step - loss: 41.3887 - mean_squared_error: 41.3887 - val_loss: 29.8664 - val_mean_squared_error: 29.8664 Epoch 29/30 81/81 [==============================] - 3s 42ms/step - loss: 45.3757 - mean_squared_error: 45.3757 - val_loss: 17.6846 - val_mean_squared_error: 17.6846 Epoch 30/30 81/81 [==============================] - 3s 42ms/step - loss: 43.3536 - mean_squared_error: 43.3536 - val_loss: 34.9477 - val_mean_squared_error: 34.9477
2022-12-10 13:01:18.767752: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:18.905449: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:19.045362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:19.210081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.020883517489751337 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 13:01:22.006732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:22.470462: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:22.743514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:23.044929: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:23.628782: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:24.116555: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:24.596266: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4961.8521 - mean_squared_error: 4961.8521
2022-12-10 13:01:33.917324: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:34.059584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:34.246440: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:01:34.429384: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 133ms/step - loss: 4961.8521 - mean_squared_error: 4961.8521 - val_loss: 2249.2070 - val_mean_squared_error: 2249.2070 Epoch 2/30 81/81 [==============================] - 4s 53ms/step - loss: 2052.8494 - mean_squared_error: 2052.8494 - val_loss: 18.4506 - val_mean_squared_error: 18.4506 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 658.0803 - mean_squared_error: 658.0803 - val_loss: 23.9541 - val_mean_squared_error: 23.9541 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 578.3312 - mean_squared_error: 578.3312 - val_loss: 102.7198 - val_mean_squared_error: 102.7198 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 551.1304 - mean_squared_error: 551.1304 - val_loss: 13.4903 - val_mean_squared_error: 13.4903 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 592.1641 - mean_squared_error: 592.1641 - val_loss: 419.4457 - val_mean_squared_error: 419.4457 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 518.3795 - mean_squared_error: 518.3795 - val_loss: 104.0322 - val_mean_squared_error: 104.0322 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 1450.9894 - mean_squared_error: 1450.9894 - val_loss: 884.5560 - val_mean_squared_error: 884.5559 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 694.9042 - mean_squared_error: 694.9042 - val_loss: 18.7666 - val_mean_squared_error: 18.7666 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 592.5226 - mean_squared_error: 592.5226 - val_loss: 92.7397 - val_mean_squared_error: 92.7397 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 643.3066 - mean_squared_error: 643.3066 - val_loss: 209.1180 - val_mean_squared_error: 209.1180 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 622.4352 - mean_squared_error: 622.4352 - val_loss: 434.4811 - val_mean_squared_error: 434.4811 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 608.7083 - mean_squared_error: 608.7083 - val_loss: 922.0302 - val_mean_squared_error: 922.0302 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 629.8225 - mean_squared_error: 629.8225 - val_loss: 214.6136 - val_mean_squared_error: 214.6136 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 581.5396 - mean_squared_error: 581.5396 - val_loss: 107.3910 - val_mean_squared_error: 107.3910 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 574.2070 - mean_squared_error: 574.2070 - val_loss: 113.8774 - val_mean_squared_error: 113.8774 Epoch 17/30 81/81 [==============================] - 4s 49ms/step - loss: 572.2025 - mean_squared_error: 572.2025 - val_loss: 136.7978 - val_mean_squared_error: 136.7978 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 564.3611 - mean_squared_error: 564.3611 - val_loss: 175.4256 - val_mean_squared_error: 175.4256 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 627.4452 - mean_squared_error: 627.4452 - val_loss: 708.5818 - val_mean_squared_error: 708.5818 Epoch 20/30 81/81 [==============================] - 4s 49ms/step - loss: 579.2487 - mean_squared_error: 579.2487 - val_loss: 482.2072 - val_mean_squared_error: 482.2072 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 566.1893 - mean_squared_error: 566.1893 - val_loss: 248.9966 - val_mean_squared_error: 248.9966 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 557.3986 - mean_squared_error: 557.3986 - val_loss: 253.9128 - val_mean_squared_error: 253.9128 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 535.9971 - mean_squared_error: 535.9971 - val_loss: 594.7008 - val_mean_squared_error: 594.7008 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 481.2282 - mean_squared_error: 481.2282 - val_loss: 1519.6572 - val_mean_squared_error: 1519.6572 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 406.8979 - mean_squared_error: 406.8979 - val_loss: 340.1917 - val_mean_squared_error: 340.1917 Epoch 26/30 81/81 [==============================] - 4s 49ms/step - loss: 314.4923 - mean_squared_error: 314.4923 - val_loss: 99.1953 - val_mean_squared_error: 99.1953 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 272.8481 - mean_squared_error: 272.8481 - val_loss: 1937.7305 - val_mean_squared_error: 1937.7305 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 229.8458 - mean_squared_error: 229.8458 - val_loss: 41.7955 - val_mean_squared_error: 41.7955 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 210.5276 - mean_squared_error: 210.5276 - val_loss: 859.4715 - val_mean_squared_error: 859.4715 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 175.6873 - mean_squared_error: 175.6873 - val_loss: 974.7257 - val_mean_squared_error: 974.7257
2022-12-10 13:03:31.633181: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:31.768477: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:31.963184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:32.160778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 37) (286, 37) Epoch 1/30
2022-12-10 13:03:34.164760: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:34.691338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:34.935617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:35.216386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:35.760494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:36.246695: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:36.724656: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4827.0679 - mean_squared_error: 4827.0679
2022-12-10 13:03:45.092842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:45.240160: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:45.419596: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:03:45.594576: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 13s 119ms/step - loss: 4827.0679 - mean_squared_error: 4827.0679 - val_loss: 400.9358 - val_mean_squared_error: 400.9358 Epoch 2/30 81/81 [==============================] - 4s 48ms/step - loss: 2440.6587 - mean_squared_error: 2440.6587 - val_loss: 115.5741 - val_mean_squared_error: 115.5741 Epoch 3/30 81/81 [==============================] - 4s 45ms/step - loss: 1255.7736 - mean_squared_error: 1255.7736 - val_loss: 278.7776 - val_mean_squared_error: 278.7776 Epoch 4/30 81/81 [==============================] - 4s 44ms/step - loss: 805.7235 - mean_squared_error: 805.7235 - val_loss: 1632.1075 - val_mean_squared_error: 1632.1075 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 286.0765 - mean_squared_error: 286.0765 - val_loss: 2198.1628 - val_mean_squared_error: 2198.1626 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 113.8155 - mean_squared_error: 113.8155 - val_loss: 1953.5117 - val_mean_squared_error: 1953.5117 Epoch 7/30 81/81 [==============================] - 3s 43ms/step - loss: 107.3344 - mean_squared_error: 107.3344 - val_loss: 1216.6348 - val_mean_squared_error: 1216.6348 Epoch 8/30 81/81 [==============================] - 3s 43ms/step - loss: 87.3877 - mean_squared_error: 87.3877 - val_loss: 428.1908 - val_mean_squared_error: 428.1908 Epoch 9/30 81/81 [==============================] - 3s 43ms/step - loss: 71.3401 - mean_squared_error: 71.3401 - val_loss: 86.6879 - val_mean_squared_error: 86.6879 Epoch 10/30 81/81 [==============================] - 3s 42ms/step - loss: 78.3202 - mean_squared_error: 78.3202 - val_loss: 45.5455 - val_mean_squared_error: 45.5455 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 76.8842 - mean_squared_error: 76.8842 - val_loss: 58.1571 - val_mean_squared_error: 58.1571 Epoch 12/30 81/81 [==============================] - 3s 42ms/step - loss: 69.4275 - mean_squared_error: 69.4275 - val_loss: 48.9924 - val_mean_squared_error: 48.9924 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 55.7835 - mean_squared_error: 55.7835 - val_loss: 19.2266 - val_mean_squared_error: 19.2266 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 63.3870 - mean_squared_error: 63.3870 - val_loss: 16.0876 - val_mean_squared_error: 16.0876 Epoch 15/30 81/81 [==============================] - 3s 42ms/step - loss: 54.7908 - mean_squared_error: 54.7908 - val_loss: 23.1212 - val_mean_squared_error: 23.1212 Epoch 16/30 81/81 [==============================] - 3s 42ms/step - loss: 57.6890 - mean_squared_error: 57.6890 - val_loss: 40.9687 - val_mean_squared_error: 40.9687 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 53.5050 - mean_squared_error: 53.5050 - val_loss: 18.7749 - val_mean_squared_error: 18.7749 Epoch 18/30 81/81 [==============================] - 3s 42ms/step - loss: 53.2874 - mean_squared_error: 53.2874 - val_loss: 97.7283 - val_mean_squared_error: 97.7283 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 52.7970 - mean_squared_error: 52.7970 - val_loss: 19.3148 - val_mean_squared_error: 19.3148 Epoch 20/30 81/81 [==============================] - 3s 43ms/step - loss: 52.7299 - mean_squared_error: 52.7299 - val_loss: 69.4866 - val_mean_squared_error: 69.4866 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 46.6356 - mean_squared_error: 46.6356 - val_loss: 120.6407 - val_mean_squared_error: 120.6407 Epoch 22/30 81/81 [==============================] - 4s 43ms/step - loss: 48.3641 - mean_squared_error: 48.3641 - val_loss: 53.9445 - val_mean_squared_error: 53.9445 Epoch 23/30 81/81 [==============================] - 4s 43ms/step - loss: 47.1795 - mean_squared_error: 47.1795 - val_loss: 28.0965 - val_mean_squared_error: 28.0965 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 45.2136 - mean_squared_error: 45.2136 - val_loss: 28.8973 - val_mean_squared_error: 28.8973 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 41.2636 - mean_squared_error: 41.2636 - val_loss: 56.7392 - val_mean_squared_error: 56.7392 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 46.2810 - mean_squared_error: 46.2810 - val_loss: 43.1763 - val_mean_squared_error: 43.1763 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 44.5301 - mean_squared_error: 44.5301 - val_loss: 39.7824 - val_mean_squared_error: 39.7824 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 43.1300 - mean_squared_error: 43.1300 - val_loss: 46.9653 - val_mean_squared_error: 46.9653 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 43.5116 - mean_squared_error: 43.5116 - val_loss: 13.1470 - val_mean_squared_error: 13.1470 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 40.3262 - mean_squared_error: 40.3262 - val_loss: 62.8893 - val_mean_squared_error: 62.8893
2022-12-10 13:05:29.516587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:29.662169: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:29.855937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:30.029433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 13:05:32.102287: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:32.590711: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:32.839129: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:33.112734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:33.662845: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:34.134991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:34.600193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4793.1772 - mean_squared_error: 4793.1772
2022-12-10 13:05:43.501480: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:43.650245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:43.825840: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:05:44.002211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 128ms/step - loss: 4793.1772 - mean_squared_error: 4793.1772 - val_loss: 483.1484 - val_mean_squared_error: 483.1484 Epoch 2/30 81/81 [==============================] - 4s 48ms/step - loss: 2343.8596 - mean_squared_error: 2343.8596 - val_loss: 260.2580 - val_mean_squared_error: 260.2580 Epoch 3/30 81/81 [==============================] - 4s 46ms/step - loss: 781.7832 - mean_squared_error: 781.7832 - val_loss: 73.0744 - val_mean_squared_error: 73.0744 Epoch 4/30 81/81 [==============================] - 4s 45ms/step - loss: 659.9930 - mean_squared_error: 659.9930 - val_loss: 350.4251 - val_mean_squared_error: 350.4251 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 566.0434 - mean_squared_error: 566.0434 - val_loss: 83.7485 - val_mean_squared_error: 83.7485 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 269.1187 - mean_squared_error: 269.1187 - val_loss: 18.8590 - val_mean_squared_error: 18.8590 Epoch 7/30 81/81 [==============================] - 3s 43ms/step - loss: 113.0417 - mean_squared_error: 113.0417 - val_loss: 42.3900 - val_mean_squared_error: 42.3900 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 79.8346 - mean_squared_error: 79.8346 - val_loss: 25.0771 - val_mean_squared_error: 25.0771 Epoch 9/30 81/81 [==============================] - 3s 42ms/step - loss: 76.3029 - mean_squared_error: 76.3029 - val_loss: 149.3933 - val_mean_squared_error: 149.3933 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 74.7590 - mean_squared_error: 74.7590 - val_loss: 153.0931 - val_mean_squared_error: 153.0930 Epoch 11/30 81/81 [==============================] - 3s 43ms/step - loss: 63.7093 - mean_squared_error: 63.7093 - val_loss: 210.3696 - val_mean_squared_error: 210.3696 Epoch 12/30 81/81 [==============================] - 3s 42ms/step - loss: 60.8219 - mean_squared_error: 60.8219 - val_loss: 331.1509 - val_mean_squared_error: 331.1509 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 59.3610 - mean_squared_error: 59.3610 - val_loss: 177.7540 - val_mean_squared_error: 177.7540 Epoch 14/30 81/81 [==============================] - 3s 42ms/step - loss: 55.1650 - mean_squared_error: 55.1650 - val_loss: 87.5194 - val_mean_squared_error: 87.5194 Epoch 15/30 81/81 [==============================] - 3s 43ms/step - loss: 50.4625 - mean_squared_error: 50.4625 - val_loss: 116.0063 - val_mean_squared_error: 116.0063 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 49.4874 - mean_squared_error: 49.4874 - val_loss: 246.2762 - val_mean_squared_error: 246.2762 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 50.2922 - mean_squared_error: 50.2922 - val_loss: 229.8269 - val_mean_squared_error: 229.8269 Epoch 18/30 81/81 [==============================] - 4s 43ms/step - loss: 49.4247 - mean_squared_error: 49.4247 - val_loss: 168.5354 - val_mean_squared_error: 168.5354 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 55.9611 - mean_squared_error: 55.9611 - val_loss: 162.3077 - val_mean_squared_error: 162.3077 Epoch 20/30 81/81 [==============================] - 3s 43ms/step - loss: 46.0430 - mean_squared_error: 46.0430 - val_loss: 152.1678 - val_mean_squared_error: 152.1678 Epoch 21/30 81/81 [==============================] - 3s 42ms/step - loss: 50.1635 - mean_squared_error: 50.1635 - val_loss: 69.6750 - val_mean_squared_error: 69.6750 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 49.6079 - mean_squared_error: 49.6079 - val_loss: 63.5195 - val_mean_squared_error: 63.5195 Epoch 23/30 81/81 [==============================] - 3s 42ms/step - loss: 44.8725 - mean_squared_error: 44.8725 - val_loss: 271.5833 - val_mean_squared_error: 271.5833 Epoch 24/30 81/81 [==============================] - 3s 42ms/step - loss: 49.1825 - mean_squared_error: 49.1825 - val_loss: 68.7415 - val_mean_squared_error: 68.7415 Epoch 25/30 81/81 [==============================] - 4s 43ms/step - loss: 41.3098 - mean_squared_error: 41.3098 - val_loss: 155.8262 - val_mean_squared_error: 155.8262 Epoch 26/30 81/81 [==============================] - 3s 42ms/step - loss: 43.5341 - mean_squared_error: 43.5341 - val_loss: 168.4689 - val_mean_squared_error: 168.4689 Epoch 27/30 81/81 [==============================] - 3s 42ms/step - loss: 41.5003 - mean_squared_error: 41.5003 - val_loss: 96.5034 - val_mean_squared_error: 96.5034 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 45.1950 - mean_squared_error: 45.1950 - val_loss: 80.2932 - val_mean_squared_error: 80.2932 Epoch 29/30 81/81 [==============================] - 3s 42ms/step - loss: 43.2223 - mean_squared_error: 43.2223 - val_loss: 64.4030 - val_mean_squared_error: 64.4030 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 39.5302 - mean_squared_error: 39.5302 - val_loss: 38.3160 - val_mean_squared_error: 38.3160
2022-12-10 13:07:26.821267: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:26.963798: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:27.130587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:27.310109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 13:07:30.031953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:30.558514: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:30.825549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:31.102663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:31.649765: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:32.120756: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:32.585527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4970.3320 - mean_squared_error: 4970.3320
2022-12-10 13:07:41.926355: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:42.091819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:42.261437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:07:42.442975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 133ms/step - loss: 4970.3320 - mean_squared_error: 4970.3320 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 52ms/step - loss: 2229.6160 - mean_squared_error: 2229.6160 - val_loss: 438.5147 - val_mean_squared_error: 438.5147 Epoch 3/30 81/81 [==============================] - 4s 48ms/step - loss: 2961.5537 - mean_squared_error: 2961.5537 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 4s 47ms/step - loss: 1167.8959 - mean_squared_error: 1167.8959 - val_loss: 1416.7883 - val_mean_squared_error: 1416.7883 Epoch 5/30 81/81 [==============================] - 4s 46ms/step - loss: 220.9759 - mean_squared_error: 220.9759 - val_loss: 228.9064 - val_mean_squared_error: 228.9064 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 175.1849 - mean_squared_error: 175.1849 - val_loss: 185.4677 - val_mean_squared_error: 185.4677 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 161.2794 - mean_squared_error: 161.2794 - val_loss: 42.8173 - val_mean_squared_error: 42.8173 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 146.6270 - mean_squared_error: 146.6270 - val_loss: 34.1348 - val_mean_squared_error: 34.1348 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 136.8227 - mean_squared_error: 136.8227 - val_loss: 91.7050 - val_mean_squared_error: 91.7050 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 128.4188 - mean_squared_error: 128.4188 - val_loss: 164.4832 - val_mean_squared_error: 164.4832 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 123.8848 - mean_squared_error: 123.8848 - val_loss: 108.0259 - val_mean_squared_error: 108.0259 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 120.9915 - mean_squared_error: 120.9915 - val_loss: 131.8647 - val_mean_squared_error: 131.8647 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 101.8240 - mean_squared_error: 101.8240 - val_loss: 108.3305 - val_mean_squared_error: 108.3305 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 93.6562 - mean_squared_error: 93.6562 - val_loss: 231.1547 - val_mean_squared_error: 231.1547 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 97.0040 - mean_squared_error: 97.0040 - val_loss: 95.3581 - val_mean_squared_error: 95.3581 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 83.9379 - mean_squared_error: 83.9379 - val_loss: 328.6524 - val_mean_squared_error: 328.6524 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 86.7238 - mean_squared_error: 86.7238 - val_loss: 58.7844 - val_mean_squared_error: 58.7844 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 83.2439 - mean_squared_error: 83.2439 - val_loss: 434.5769 - val_mean_squared_error: 434.5769 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 75.3043 - mean_squared_error: 75.3043 - val_loss: 98.0131 - val_mean_squared_error: 98.0131 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 78.9904 - mean_squared_error: 78.9904 - val_loss: 43.3566 - val_mean_squared_error: 43.3566 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 81.4034 - mean_squared_error: 81.4034 - val_loss: 272.8655 - val_mean_squared_error: 272.8655 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 74.2939 - mean_squared_error: 74.2939 - val_loss: 101.5197 - val_mean_squared_error: 101.5197 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 72.6726 - mean_squared_error: 72.6726 - val_loss: 57.9500 - val_mean_squared_error: 57.9500 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 66.5466 - mean_squared_error: 66.5466 - val_loss: 40.5426 - val_mean_squared_error: 40.5426 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 66.4983 - mean_squared_error: 66.4983 - val_loss: 104.5305 - val_mean_squared_error: 104.5305 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 58.4826 - mean_squared_error: 58.4826 - val_loss: 407.6415 - val_mean_squared_error: 407.6415 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 56.0136 - mean_squared_error: 56.0136 - val_loss: 217.9023 - val_mean_squared_error: 217.9023 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 63.7763 - mean_squared_error: 63.7763 - val_loss: 206.1882 - val_mean_squared_error: 206.1882 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 62.0148 - mean_squared_error: 62.0148 - val_loss: 116.4815 - val_mean_squared_error: 116.4815 Epoch 30/30 81/81 [==============================] - 4s 47ms/step - loss: 60.9692 - mean_squared_error: 60.9692 - val_loss: 237.5181 - val_mean_squared_error: 237.5181
2022-12-10 13:09:32.289649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:32.432741: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:32.610517: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:32.789191: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 35) (286, 35) Epoch 1/30
2022-12-10 13:09:35.398685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:35.884776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:36.158502: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:36.436311: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:36.979251: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:37.437642: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:37.892166: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4754.2090 - mean_squared_error: 4754.2090
2022-12-10 13:09:46.902126: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:47.047187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:47.231051: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:09:47.406068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 127ms/step - loss: 4754.2090 - mean_squared_error: 4754.2090 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 49ms/step - loss: 2449.7131 - mean_squared_error: 2449.7131 - val_loss: 32.3611 - val_mean_squared_error: 32.3611 Epoch 3/30 81/81 [==============================] - 4s 46ms/step - loss: 1207.7433 - mean_squared_error: 1207.7433 - val_loss: 65.8175 - val_mean_squared_error: 65.8175 Epoch 4/30 81/81 [==============================] - 4s 43ms/step - loss: 852.7549 - mean_squared_error: 852.7549 - val_loss: 1590.5330 - val_mean_squared_error: 1590.5330 Epoch 5/30 81/81 [==============================] - 4s 43ms/step - loss: 216.1151 - mean_squared_error: 216.1151 - val_loss: 1886.2592 - val_mean_squared_error: 1886.2592 Epoch 6/30 81/81 [==============================] - 4s 43ms/step - loss: 131.9129 - mean_squared_error: 131.9129 - val_loss: 224.3449 - val_mean_squared_error: 224.3449 Epoch 7/30 81/81 [==============================] - 3s 43ms/step - loss: 106.5242 - mean_squared_error: 106.5242 - val_loss: 372.7732 - val_mean_squared_error: 372.7732 Epoch 8/30 81/81 [==============================] - 3s 43ms/step - loss: 78.7315 - mean_squared_error: 78.7315 - val_loss: 209.7338 - val_mean_squared_error: 209.7338 Epoch 9/30 81/81 [==============================] - 3s 43ms/step - loss: 80.0141 - mean_squared_error: 80.0141 - val_loss: 41.1377 - val_mean_squared_error: 41.1377 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 69.6887 - mean_squared_error: 69.6887 - val_loss: 88.7900 - val_mean_squared_error: 88.7900 Epoch 11/30 81/81 [==============================] - 3s 43ms/step - loss: 67.9649 - mean_squared_error: 67.9649 - val_loss: 21.3154 - val_mean_squared_error: 21.3154 Epoch 12/30 81/81 [==============================] - 3s 43ms/step - loss: 64.6148 - mean_squared_error: 64.6148 - val_loss: 19.6999 - val_mean_squared_error: 19.6999 Epoch 13/30 81/81 [==============================] - 3s 42ms/step - loss: 65.9853 - mean_squared_error: 65.9853 - val_loss: 48.4359 - val_mean_squared_error: 48.4359 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 60.9715 - mean_squared_error: 60.9715 - val_loss: 19.5047 - val_mean_squared_error: 19.5047 Epoch 15/30 81/81 [==============================] - 3s 42ms/step - loss: 56.9950 - mean_squared_error: 56.9950 - val_loss: 21.0960 - val_mean_squared_error: 21.0960 Epoch 16/30 81/81 [==============================] - 3s 42ms/step - loss: 64.1168 - mean_squared_error: 64.1168 - val_loss: 30.6736 - val_mean_squared_error: 30.6736 Epoch 17/30 81/81 [==============================] - 3s 42ms/step - loss: 53.1963 - mean_squared_error: 53.1963 - val_loss: 44.8900 - val_mean_squared_error: 44.8900 Epoch 18/30 81/81 [==============================] - 3s 42ms/step - loss: 52.4364 - mean_squared_error: 52.4364 - val_loss: 101.2155 - val_mean_squared_error: 101.2155 Epoch 19/30 81/81 [==============================] - 3s 42ms/step - loss: 53.2825 - mean_squared_error: 53.2825 - val_loss: 20.1777 - val_mean_squared_error: 20.1777 Epoch 20/30 81/81 [==============================] - 3s 42ms/step - loss: 48.6636 - mean_squared_error: 48.6636 - val_loss: 25.7290 - val_mean_squared_error: 25.7290 Epoch 21/30 81/81 [==============================] - 3s 42ms/step - loss: 53.8684 - mean_squared_error: 53.8684 - val_loss: 19.8694 - val_mean_squared_error: 19.8694 Epoch 22/30 81/81 [==============================] - 3s 42ms/step - loss: 54.9067 - mean_squared_error: 54.9067 - val_loss: 19.6980 - val_mean_squared_error: 19.6980 Epoch 23/30 81/81 [==============================] - 3s 42ms/step - loss: 48.1066 - mean_squared_error: 48.1066 - val_loss: 66.8045 - val_mean_squared_error: 66.8045 Epoch 24/30 81/81 [==============================] - 3s 42ms/step - loss: 56.0242 - mean_squared_error: 56.0242 - val_loss: 35.2307 - val_mean_squared_error: 35.2307 Epoch 25/30 81/81 [==============================] - 3s 42ms/step - loss: 50.0445 - mean_squared_error: 50.0445 - val_loss: 18.9062 - val_mean_squared_error: 18.9062 Epoch 26/30 81/81 [==============================] - 3s 42ms/step - loss: 49.7070 - mean_squared_error: 49.7070 - val_loss: 31.9488 - val_mean_squared_error: 31.9488 Epoch 27/30 81/81 [==============================] - 3s 42ms/step - loss: 45.1736 - mean_squared_error: 45.1736 - val_loss: 39.0615 - val_mean_squared_error: 39.0615 Epoch 28/30 81/81 [==============================] - 3s 42ms/step - loss: 49.2067 - mean_squared_error: 49.2067 - val_loss: 24.9230 - val_mean_squared_error: 24.9230 Epoch 29/30 81/81 [==============================] - 3s 42ms/step - loss: 38.6417 - mean_squared_error: 38.6417 - val_loss: 39.1415 - val_mean_squared_error: 39.1415 Epoch 30/30 81/81 [==============================] - 3s 42ms/step - loss: 42.4224 - mean_squared_error: 42.4224 - val_loss: 22.7398 - val_mean_squared_error: 22.7398
2022-12-10 13:11:29.105392: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:29.245323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:29.414196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:29.592081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 4 best_solution : [1 1 1 1 0 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1 1 0 1 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 0 1 1 1 0 0 0 0 0 1 1 0 0 0 1 0 0 0 0 1 1 0] Selected indices : [ 0 1 2 3 6 8 9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41 45 49 50 58 60 61 62 68 69 73 78 79] Number of selected elements : 35 Best solution fitness : 0.022836851134835662 Generation: 3 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 13:11:32.544565: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:32.995484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:33.297023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:33.581729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:34.158002: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:34.644794: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:35.122458: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4820.9351 - mean_squared_error: 4820.9351
2022-12-10 13:11:44.861872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:44.992193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:45.174349: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:11:45.362889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 138ms/step - loss: 4820.9351 - mean_squared_error: 4820.9351 - val_loss: 2559.5129 - val_mean_squared_error: 2559.5129 Epoch 2/30 81/81 [==============================] - 5s 56ms/step - loss: 2499.1338 - mean_squared_error: 2499.1338 - val_loss: 949.6511 - val_mean_squared_error: 949.6511 Epoch 3/30 81/81 [==============================] - 4s 54ms/step - loss: 1895.0240 - mean_squared_error: 1895.0240 - val_loss: 193.4410 - val_mean_squared_error: 193.4410 Epoch 4/30 81/81 [==============================] - 4s 52ms/step - loss: 1389.5641 - mean_squared_error: 1389.5641 - val_loss: 1022.6716 - val_mean_squared_error: 1022.6716 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 1284.4327 - mean_squared_error: 1284.4327 - val_loss: 1140.6200 - val_mean_squared_error: 1140.6200 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 1283.3918 - mean_squared_error: 1283.3918 - val_loss: 259.6353 - val_mean_squared_error: 259.6353 Epoch 7/30 81/81 [==============================] - 5s 62ms/step - loss: 1199.1843 - mean_squared_error: 1199.1843 - val_loss: 909.3005 - val_mean_squared_error: 909.3005 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 942.5839 - mean_squared_error: 942.5839 - val_loss: 2018.6475 - val_mean_squared_error: 2018.6475 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 981.7738 - mean_squared_error: 981.7738 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 871.8276 - mean_squared_error: 871.8276 - val_loss: 156.2939 - val_mean_squared_error: 156.2939 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 613.4702 - mean_squared_error: 613.4702 - val_loss: 4662.9990 - val_mean_squared_error: 4662.9990 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 324.3178 - mean_squared_error: 324.3178 - val_loss: 765.5762 - val_mean_squared_error: 765.5762 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 302.4395 - mean_squared_error: 302.4395 - val_loss: 231.1044 - val_mean_squared_error: 231.1044 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 266.9047 - mean_squared_error: 266.9047 - val_loss: 58.4130 - val_mean_squared_error: 58.4130 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 284.7201 - mean_squared_error: 284.7201 - val_loss: 14.6105 - val_mean_squared_error: 14.6105 Epoch 16/30 81/81 [==============================] - 4s 49ms/step - loss: 278.7664 - mean_squared_error: 278.7664 - val_loss: 107.4771 - val_mean_squared_error: 107.4771 Epoch 17/30 81/81 [==============================] - 4s 49ms/step - loss: 288.0996 - mean_squared_error: 288.0996 - val_loss: 1661.0229 - val_mean_squared_error: 1661.0229 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 110.5369 - mean_squared_error: 110.5369 - val_loss: 16.8594 - val_mean_squared_error: 16.8594 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 67.3900 - mean_squared_error: 67.3900 - val_loss: 15.5780 - val_mean_squared_error: 15.5780 Epoch 20/30 81/81 [==============================] - 4s 49ms/step - loss: 66.7098 - mean_squared_error: 66.7098 - val_loss: 14.7204 - val_mean_squared_error: 14.7204 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 53.2734 - mean_squared_error: 53.2734 - val_loss: 40.6510 - val_mean_squared_error: 40.6510 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 57.5408 - mean_squared_error: 57.5408 - val_loss: 37.5283 - val_mean_squared_error: 37.5283 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 56.2862 - mean_squared_error: 56.2862 - val_loss: 47.4582 - val_mean_squared_error: 47.4582 Epoch 24/30 81/81 [==============================] - 4s 50ms/step - loss: 48.4131 - mean_squared_error: 48.4131 - val_loss: 27.6113 - val_mean_squared_error: 27.6113 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 45.3719 - mean_squared_error: 45.3719 - val_loss: 21.0961 - val_mean_squared_error: 21.0961 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 52.9748 - mean_squared_error: 52.9748 - val_loss: 41.4572 - val_mean_squared_error: 41.4572 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 42.6081 - mean_squared_error: 42.6081 - val_loss: 16.4458 - val_mean_squared_error: 16.4458 Epoch 28/30 81/81 [==============================] - 6s 72ms/step - loss: 47.2923 - mean_squared_error: 47.2923 - val_loss: 32.1999 - val_mean_squared_error: 32.1999 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 40.5461 - mean_squared_error: 40.5461 - val_loss: 35.7470 - val_mean_squared_error: 35.7470 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 44.7620 - mean_squared_error: 44.7620 - val_loss: 18.1577 - val_mean_squared_error: 18.1577
2022-12-10 13:13:46.475502: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:46.720897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:46.913013: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:47.117494: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 37) (286, 37) Epoch 1/30
2022-12-10 13:13:49.290897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:49.831209: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:50.102907: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:50.391331: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:50.971195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:51.480511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:13:51.960473: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4870.5000 - mean_squared_error: 4870.5000
2022-12-10 13:14:01.028164: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:14:01.191890: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:14:01.364351: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:14:01.552040: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 130ms/step - loss: 4870.5000 - mean_squared_error: 4870.5000 - val_loss: 575.9413 - val_mean_squared_error: 575.9413 Epoch 2/30 81/81 [==============================] - 4s 48ms/step - loss: 2492.1890 - mean_squared_error: 2492.1890 - val_loss: 127.1078 - val_mean_squared_error: 127.1078 Epoch 3/30 81/81 [==============================] - 4s 47ms/step - loss: 1064.9972 - mean_squared_error: 1064.9972 - val_loss: 435.1795 - val_mean_squared_error: 435.1795 Epoch 4/30 81/81 [==============================] - 8s 102ms/step - loss: 744.9165 - mean_squared_error: 744.9165 - val_loss: 614.5344 - val_mean_squared_error: 614.5344 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 467.8905 - mean_squared_error: 467.8905 - val_loss: 934.9693 - val_mean_squared_error: 934.9693 Epoch 6/30 81/81 [==============================] - 4s 43ms/step - loss: 186.5895 - mean_squared_error: 186.5895 - val_loss: 1316.5825 - val_mean_squared_error: 1316.5825 Epoch 7/30 81/81 [==============================] - 4s 44ms/step - loss: 120.8219 - mean_squared_error: 120.8219 - val_loss: 499.1664 - val_mean_squared_error: 499.1664 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 98.6938 - mean_squared_error: 98.6938 - val_loss: 109.3256 - val_mean_squared_error: 109.3256 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 91.6032 - mean_squared_error: 91.6032 - val_loss: 55.2850 - val_mean_squared_error: 55.2850 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 76.1326 - mean_squared_error: 76.1326 - val_loss: 43.5652 - val_mean_squared_error: 43.5652 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 79.2702 - mean_squared_error: 79.2702 - val_loss: 50.7144 - val_mean_squared_error: 50.7144 Epoch 12/30 81/81 [==============================] - 4s 43ms/step - loss: 71.7918 - mean_squared_error: 71.7918 - val_loss: 123.5062 - val_mean_squared_error: 123.5062 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 62.4576 - mean_squared_error: 62.4576 - val_loss: 66.7078 - val_mean_squared_error: 66.7078 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 60.0306 - mean_squared_error: 60.0306 - val_loss: 165.3079 - val_mean_squared_error: 165.3079 Epoch 15/30 81/81 [==============================] - 3s 43ms/step - loss: 60.7506 - mean_squared_error: 60.7506 - val_loss: 77.9755 - val_mean_squared_error: 77.9755 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 56.7511 - mean_squared_error: 56.7511 - val_loss: 98.6942 - val_mean_squared_error: 98.6942 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 64.4820 - mean_squared_error: 64.4820 - val_loss: 28.0043 - val_mean_squared_error: 28.0043 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 62.7614 - mean_squared_error: 62.7614 - val_loss: 52.8774 - val_mean_squared_error: 52.8774 Epoch 19/30 81/81 [==============================] - 4s 43ms/step - loss: 53.6960 - mean_squared_error: 53.6960 - val_loss: 28.5262 - val_mean_squared_error: 28.5262 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 48.4790 - mean_squared_error: 48.4790 - val_loss: 109.0453 - val_mean_squared_error: 109.0453 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 44.7016 - mean_squared_error: 44.7016 - val_loss: 78.4042 - val_mean_squared_error: 78.4042 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 52.8100 - mean_squared_error: 52.8100 - val_loss: 126.2000 - val_mean_squared_error: 126.2000 Epoch 23/30 81/81 [==============================] - 4s 43ms/step - loss: 50.0819 - mean_squared_error: 50.0819 - val_loss: 65.8760 - val_mean_squared_error: 65.8760 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 48.3375 - mean_squared_error: 48.3375 - val_loss: 135.2592 - val_mean_squared_error: 135.2592 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 51.8716 - mean_squared_error: 51.8716 - val_loss: 39.1872 - val_mean_squared_error: 39.1872 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 44.9804 - mean_squared_error: 44.9804 - val_loss: 51.1509 - val_mean_squared_error: 51.1509 Epoch 27/30 81/81 [==============================] - 4s 43ms/step - loss: 45.7305 - mean_squared_error: 45.7305 - val_loss: 59.4269 - val_mean_squared_error: 59.4269 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 45.1595 - mean_squared_error: 45.1595 - val_loss: 63.4425 - val_mean_squared_error: 63.4425 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 41.7603 - mean_squared_error: 41.7603 - val_loss: 62.6285 - val_mean_squared_error: 62.6285 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 39.5251 - mean_squared_error: 39.5251 - val_loss: 25.8222 - val_mean_squared_error: 25.8222
2022-12-10 13:15:51.939690: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:52.103249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:52.287050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:52.468568: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 13:15:54.683629: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:55.451475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:55.739679: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:56.080662: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:56.680431: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:57.164093: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:15:57.645205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4623.1367 - mean_squared_error: 4623.1367
2022-12-10 13:16:06.456726: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:16:06.628584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:16:06.807004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:16:06.987854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 126ms/step - loss: 4623.1367 - mean_squared_error: 4623.1367 - val_loss: 1271.0042 - val_mean_squared_error: 1271.0042 Epoch 2/30 81/81 [==============================] - 4s 50ms/step - loss: 1968.0367 - mean_squared_error: 1968.0367 - val_loss: 104.3813 - val_mean_squared_error: 104.3813 Epoch 3/30 81/81 [==============================] - 4s 45ms/step - loss: 827.3019 - mean_squared_error: 827.3019 - val_loss: 316.1895 - val_mean_squared_error: 316.1895 Epoch 4/30 81/81 [==============================] - 4s 45ms/step - loss: 587.7011 - mean_squared_error: 587.7011 - val_loss: 80.4960 - val_mean_squared_error: 80.4960 Epoch 5/30 81/81 [==============================] - 4s 46ms/step - loss: 545.2856 - mean_squared_error: 545.2856 - val_loss: 129.6656 - val_mean_squared_error: 129.6656 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 571.8076 - mean_squared_error: 571.8076 - val_loss: 599.6080 - val_mean_squared_error: 599.6080 Epoch 7/30 81/81 [==============================] - 4s 44ms/step - loss: 446.2471 - mean_squared_error: 446.2471 - val_loss: 235.1894 - val_mean_squared_error: 235.1894 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 890.6299 - mean_squared_error: 890.6299 - val_loss: 49.1661 - val_mean_squared_error: 49.1661 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 602.5627 - mean_squared_error: 602.5627 - val_loss: 64.2341 - val_mean_squared_error: 64.2341 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 389.9875 - mean_squared_error: 389.9875 - val_loss: 270.3810 - val_mean_squared_error: 270.3810 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 268.8754 - mean_squared_error: 268.8754 - val_loss: 471.4652 - val_mean_squared_error: 471.4652 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 262.0571 - mean_squared_error: 262.0571 - val_loss: 245.5730 - val_mean_squared_error: 245.5730 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 192.6089 - mean_squared_error: 192.6089 - val_loss: 31.3074 - val_mean_squared_error: 31.3074 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 159.3967 - mean_squared_error: 159.3967 - val_loss: 54.9292 - val_mean_squared_error: 54.9292 Epoch 15/30 81/81 [==============================] - 3s 43ms/step - loss: 157.5914 - mean_squared_error: 157.5914 - val_loss: 33.5755 - val_mean_squared_error: 33.5755 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 136.8896 - mean_squared_error: 136.8896 - val_loss: 68.3001 - val_mean_squared_error: 68.3001 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 124.0559 - mean_squared_error: 124.0559 - val_loss: 42.5996 - val_mean_squared_error: 42.5996 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 109.7210 - mean_squared_error: 109.7210 - val_loss: 45.3310 - val_mean_squared_error: 45.3310 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 112.3802 - mean_squared_error: 112.3802 - val_loss: 56.3287 - val_mean_squared_error: 56.3287 Epoch 20/30 81/81 [==============================] - 3s 43ms/step - loss: 88.9221 - mean_squared_error: 88.9221 - val_loss: 101.1955 - val_mean_squared_error: 101.1955 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 93.9670 - mean_squared_error: 93.9670 - val_loss: 58.9908 - val_mean_squared_error: 58.9908 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 81.4119 - mean_squared_error: 81.4119 - val_loss: 200.5418 - val_mean_squared_error: 200.5418 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 87.5225 - mean_squared_error: 87.5225 - val_loss: 81.7874 - val_mean_squared_error: 81.7874 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 84.6520 - mean_squared_error: 84.6520 - val_loss: 208.5905 - val_mean_squared_error: 208.5905 Epoch 25/30 81/81 [==============================] - 3s 42ms/step - loss: 74.6506 - mean_squared_error: 74.6506 - val_loss: 54.7892 - val_mean_squared_error: 54.7892 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 65.1024 - mean_squared_error: 65.1024 - val_loss: 387.2299 - val_mean_squared_error: 387.2299 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 67.2104 - mean_squared_error: 67.2104 - val_loss: 69.0198 - val_mean_squared_error: 69.0198 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 69.4507 - mean_squared_error: 69.4507 - val_loss: 39.1192 - val_mean_squared_error: 39.1192 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 66.1130 - mean_squared_error: 66.1130 - val_loss: 67.9493 - val_mean_squared_error: 67.9493 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 65.5150 - mean_squared_error: 65.5150 - val_loss: 105.0357 - val_mean_squared_error: 105.0357
2022-12-10 13:17:50.956996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:51.096844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:51.276797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:51.462033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 13:17:53.468628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:53.991253: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:54.266223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:54.558184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:55.163810: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:55.667786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:17:56.219470: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4779.3706 - mean_squared_error: 4779.3706
2022-12-10 13:18:05.624265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:18:05.772534: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:18:05.957344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:18:06.145227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 134ms/step - loss: 4779.3706 - mean_squared_error: 4779.3706 - val_loss: 561.7388 - val_mean_squared_error: 561.7388 Epoch 2/30 81/81 [==============================] - 4s 51ms/step - loss: 2510.8826 - mean_squared_error: 2510.8826 - val_loss: 27.1247 - val_mean_squared_error: 27.1247 Epoch 3/30 81/81 [==============================] - 4s 49ms/step - loss: 1240.4244 - mean_squared_error: 1240.4244 - val_loss: 35.0146 - val_mean_squared_error: 35.0146 Epoch 4/30 81/81 [==============================] - 4s 47ms/step - loss: 1145.2474 - mean_squared_error: 1145.2474 - val_loss: 40.8125 - val_mean_squared_error: 40.8124 Epoch 5/30 81/81 [==============================] - 4s 47ms/step - loss: 1105.8994 - mean_squared_error: 1105.8994 - val_loss: 25.1584 - val_mean_squared_error: 25.1584 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 1092.9872 - mean_squared_error: 1092.9872 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 1026.1246 - mean_squared_error: 1026.1246 - val_loss: 212.9587 - val_mean_squared_error: 212.9587 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 802.0801 - mean_squared_error: 802.0801 - val_loss: 94.8977 - val_mean_squared_error: 94.8977 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 766.1075 - mean_squared_error: 766.1075 - val_loss: 64.9486 - val_mean_squared_error: 64.9486 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 756.1987 - mean_squared_error: 756.1987 - val_loss: 67.1624 - val_mean_squared_error: 67.1624 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 741.1151 - mean_squared_error: 741.1151 - val_loss: 118.0665 - val_mean_squared_error: 118.0665 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 704.4659 - mean_squared_error: 704.4659 - val_loss: 101.8186 - val_mean_squared_error: 101.8186 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 741.0448 - mean_squared_error: 741.0448 - val_loss: 69.6596 - val_mean_squared_error: 69.6596 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 585.0930 - mean_squared_error: 585.0930 - val_loss: 11258.4355 - val_mean_squared_error: 11258.4355 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 174.0022 - mean_squared_error: 174.0022 - val_loss: 2957.3276 - val_mean_squared_error: 2957.3276 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 166.7583 - mean_squared_error: 166.7583 - val_loss: 1019.5272 - val_mean_squared_error: 1019.5272 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 147.1149 - mean_squared_error: 147.1149 - val_loss: 45.5953 - val_mean_squared_error: 45.5953 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 132.9886 - mean_squared_error: 132.9886 - val_loss: 54.6681 - val_mean_squared_error: 54.6681 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 110.7192 - mean_squared_error: 110.7192 - val_loss: 93.2177 - val_mean_squared_error: 93.2177 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 103.1163 - mean_squared_error: 103.1163 - val_loss: 152.1057 - val_mean_squared_error: 152.1057 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 96.5424 - mean_squared_error: 96.5424 - val_loss: 84.5403 - val_mean_squared_error: 84.5403 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 96.3658 - mean_squared_error: 96.3658 - val_loss: 86.1956 - val_mean_squared_error: 86.1955 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 92.1308 - mean_squared_error: 92.1308 - val_loss: 178.5996 - val_mean_squared_error: 178.5995 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 90.9144 - mean_squared_error: 90.9144 - val_loss: 80.9328 - val_mean_squared_error: 80.9328 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 78.8227 - mean_squared_error: 78.8227 - val_loss: 76.5184 - val_mean_squared_error: 76.5184 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 74.6680 - mean_squared_error: 74.6680 - val_loss: 143.1144 - val_mean_squared_error: 143.1144 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 79.0222 - mean_squared_error: 79.0222 - val_loss: 66.3906 - val_mean_squared_error: 66.3906 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 76.1089 - mean_squared_error: 76.1089 - val_loss: 57.6095 - val_mean_squared_error: 57.6095 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 75.4645 - mean_squared_error: 75.4645 - val_loss: 286.9618 - val_mean_squared_error: 286.9618 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 76.2461 - mean_squared_error: 76.2461 - val_loss: 30.8165 - val_mean_squared_error: 30.8165
2022-12-10 13:19:56.268830: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:19:56.418957: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:19:56.608969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:19:56.810112: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 35) (286, 35) Epoch 1/30
2022-12-10 13:19:59.937190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:00.440216: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:00.709630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:00.995758: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:01.560185: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:02.026349: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:02.491070: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4794.6787 - mean_squared_error: 4794.6787
2022-12-10 13:20:11.620326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:11.782080: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:11.953239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:20:12.133355: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 14s 128ms/step - loss: 4794.6787 - mean_squared_error: 4794.6787 - val_loss: 550.6808 - val_mean_squared_error: 550.6808 Epoch 2/30 81/81 [==============================] - 4s 51ms/step - loss: 2480.5327 - mean_squared_error: 2480.5327 - val_loss: 202.0954 - val_mean_squared_error: 202.0954 Epoch 3/30 81/81 [==============================] - 4s 46ms/step - loss: 1647.9381 - mean_squared_error: 1647.9381 - val_loss: 1062.5071 - val_mean_squared_error: 1062.5071 Epoch 4/30 81/81 [==============================] - 4s 44ms/step - loss: 1311.6722 - mean_squared_error: 1311.6722 - val_loss: 1583.8374 - val_mean_squared_error: 1583.8374 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 740.6404 - mean_squared_error: 740.6404 - val_loss: 1584.7961 - val_mean_squared_error: 1584.7961 Epoch 6/30 81/81 [==============================] - 4s 43ms/step - loss: 503.6522 - mean_squared_error: 503.6522 - val_loss: 581.7137 - val_mean_squared_error: 581.7137 Epoch 7/30 81/81 [==============================] - 4s 44ms/step - loss: 320.1419 - mean_squared_error: 320.1419 - val_loss: 2525.7947 - val_mean_squared_error: 2525.7947 Epoch 8/30 81/81 [==============================] - 4s 43ms/step - loss: 161.3206 - mean_squared_error: 161.3206 - val_loss: 1439.3533 - val_mean_squared_error: 1439.3531 Epoch 9/30 81/81 [==============================] - 4s 43ms/step - loss: 103.5971 - mean_squared_error: 103.5971 - val_loss: 110.0285 - val_mean_squared_error: 110.0285 Epoch 10/30 81/81 [==============================] - 3s 43ms/step - loss: 105.1685 - mean_squared_error: 105.1685 - val_loss: 104.0955 - val_mean_squared_error: 104.0955 Epoch 11/30 81/81 [==============================] - 4s 43ms/step - loss: 76.2274 - mean_squared_error: 76.2274 - val_loss: 97.5705 - val_mean_squared_error: 97.5705 Epoch 12/30 81/81 [==============================] - 3s 42ms/step - loss: 73.2302 - mean_squared_error: 73.2302 - val_loss: 168.9383 - val_mean_squared_error: 168.9383 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 76.9636 - mean_squared_error: 76.9636 - val_loss: 26.0536 - val_mean_squared_error: 26.0536 Epoch 14/30 81/81 [==============================] - 3s 42ms/step - loss: 68.5011 - mean_squared_error: 68.5011 - val_loss: 120.3574 - val_mean_squared_error: 120.3574 Epoch 15/30 81/81 [==============================] - 3s 42ms/step - loss: 65.0660 - mean_squared_error: 65.0660 - val_loss: 46.0468 - val_mean_squared_error: 46.0468 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 56.2480 - mean_squared_error: 56.2480 - val_loss: 111.9048 - val_mean_squared_error: 111.9048 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 61.9481 - mean_squared_error: 61.9481 - val_loss: 30.9779 - val_mean_squared_error: 30.9779 Epoch 18/30 81/81 [==============================] - 3s 42ms/step - loss: 58.1429 - mean_squared_error: 58.1429 - val_loss: 59.4808 - val_mean_squared_error: 59.4808 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 58.2945 - mean_squared_error: 58.2945 - val_loss: 27.7280 - val_mean_squared_error: 27.7280 Epoch 20/30 81/81 [==============================] - 3s 42ms/step - loss: 55.7851 - mean_squared_error: 55.7851 - val_loss: 82.5956 - val_mean_squared_error: 82.5956 Epoch 21/30 81/81 [==============================] - 3s 42ms/step - loss: 52.4210 - mean_squared_error: 52.4210 - val_loss: 25.1386 - val_mean_squared_error: 25.1386 Epoch 22/30 81/81 [==============================] - 3s 42ms/step - loss: 51.5118 - mean_squared_error: 51.5118 - val_loss: 54.4768 - val_mean_squared_error: 54.4768 Epoch 23/30 81/81 [==============================] - 3s 42ms/step - loss: 51.6836 - mean_squared_error: 51.6836 - val_loss: 50.3062 - val_mean_squared_error: 50.3062 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 45.4156 - mean_squared_error: 45.4156 - val_loss: 18.6732 - val_mean_squared_error: 18.6732 Epoch 25/30 81/81 [==============================] - 3s 42ms/step - loss: 49.7647 - mean_squared_error: 49.7647 - val_loss: 81.3151 - val_mean_squared_error: 81.3151 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 52.7922 - mean_squared_error: 52.7922 - val_loss: 26.9152 - val_mean_squared_error: 26.9152 Epoch 27/30 81/81 [==============================] - 3s 42ms/step - loss: 52.6498 - mean_squared_error: 52.6498 - val_loss: 34.9201 - val_mean_squared_error: 34.9201 Epoch 28/30 81/81 [==============================] - 3s 42ms/step - loss: 53.7953 - mean_squared_error: 53.7953 - val_loss: 33.1265 - val_mean_squared_error: 33.1265 Epoch 29/30 81/81 [==============================] - 3s 42ms/step - loss: 49.0425 - mean_squared_error: 49.0425 - val_loss: 14.5129 - val_mean_squared_error: 14.5129 Epoch 30/30 81/81 [==============================] - 3s 42ms/step - loss: 45.4141 - mean_squared_error: 45.4141 - val_loss: 105.1596 - val_mean_squared_error: 105.1596
2022-12-10 13:21:54.658764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:21:54.808033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:21:54.992109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:21:55.177027: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.025846369355907516 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 13:21:58.184083: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:21:58.675157: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:21:58.945797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:21:59.243538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:21:59.830475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:22:00.331088: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:22:00.819687: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4868.7891 - mean_squared_error: 4868.7891
2022-12-10 13:22:10.671042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:22:10.822467: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:22:10.997122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:22:11.181829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 141ms/step - loss: 4868.7891 - mean_squared_error: 4868.7891 - val_loss: 1830.5436 - val_mean_squared_error: 1830.5436 Epoch 2/30 81/81 [==============================] - 4s 54ms/step - loss: 2849.0803 - mean_squared_error: 2849.0803 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 56ms/step - loss: 2590.5356 - mean_squared_error: 2590.5356 - val_loss: 21.2486 - val_mean_squared_error: 21.2486 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 1805.1299 - mean_squared_error: 1805.1299 - val_loss: 2765.1050 - val_mean_squared_error: 2765.1050 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 1136.8658 - mean_squared_error: 1136.8658 - val_loss: 1302.3254 - val_mean_squared_error: 1302.3254 Epoch 6/30 81/81 [==============================] - 4s 52ms/step - loss: 975.7357 - mean_squared_error: 975.7357 - val_loss: 764.2543 - val_mean_squared_error: 764.2543 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 619.0704 - mean_squared_error: 619.0704 - val_loss: 144.3778 - val_mean_squared_error: 144.3778 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 356.6866 - mean_squared_error: 356.6866 - val_loss: 417.2415 - val_mean_squared_error: 417.2415 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 298.1653 - mean_squared_error: 298.1653 - val_loss: 173.2168 - val_mean_squared_error: 173.2168 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 295.2046 - mean_squared_error: 295.2046 - val_loss: 13.4663 - val_mean_squared_error: 13.4663 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 239.4575 - mean_squared_error: 239.4575 - val_loss: 44.9067 - val_mean_squared_error: 44.9067 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 268.0509 - mean_squared_error: 268.0509 - val_loss: 68.9018 - val_mean_squared_error: 68.9018 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 252.5297 - mean_squared_error: 252.5297 - val_loss: 13.5792 - val_mean_squared_error: 13.5792 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 241.1850 - mean_squared_error: 241.1850 - val_loss: 29.4860 - val_mean_squared_error: 29.4860 Epoch 15/30 81/81 [==============================] - 4s 50ms/step - loss: 238.0634 - mean_squared_error: 238.0634 - val_loss: 13.5918 - val_mean_squared_error: 13.5918 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 232.5228 - mean_squared_error: 232.5228 - val_loss: 81.3163 - val_mean_squared_error: 81.3163 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 250.4000 - mean_squared_error: 250.4000 - val_loss: 150.6816 - val_mean_squared_error: 150.6816 Epoch 18/30 81/81 [==============================] - 4s 50ms/step - loss: 252.3619 - mean_squared_error: 252.3619 - val_loss: 293.0928 - val_mean_squared_error: 293.0928 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 240.7107 - mean_squared_error: 240.7107 - val_loss: 84.3099 - val_mean_squared_error: 84.3099 Epoch 20/30 81/81 [==============================] - 4s 50ms/step - loss: 242.5985 - mean_squared_error: 242.5985 - val_loss: 77.3614 - val_mean_squared_error: 77.3614 Epoch 21/30 81/81 [==============================] - 5s 58ms/step - loss: 230.6453 - mean_squared_error: 230.6453 - val_loss: 86.4864 - val_mean_squared_error: 86.4864 Epoch 22/30 81/81 [==============================] - 4s 50ms/step - loss: 264.3046 - mean_squared_error: 264.3046 - val_loss: 117.9937 - val_mean_squared_error: 117.9937 Epoch 23/30 81/81 [==============================] - 4s 50ms/step - loss: 253.8865 - mean_squared_error: 253.8865 - val_loss: 57.0008 - val_mean_squared_error: 57.0008 Epoch 24/30 81/81 [==============================] - 4s 50ms/step - loss: 246.9410 - mean_squared_error: 246.9410 - val_loss: 56.2428 - val_mean_squared_error: 56.2428 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 227.3920 - mean_squared_error: 227.3920 - val_loss: 119.3697 - val_mean_squared_error: 119.3697 Epoch 26/30 81/81 [==============================] - 4s 50ms/step - loss: 241.6607 - mean_squared_error: 241.6607 - val_loss: 16.3128 - val_mean_squared_error: 16.3128 Epoch 27/30 81/81 [==============================] - 4s 52ms/step - loss: 254.1526 - mean_squared_error: 254.1526 - val_loss: 12.7065 - val_mean_squared_error: 12.7065 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 231.9984 - mean_squared_error: 231.9984 - val_loss: 66.5205 - val_mean_squared_error: 66.5205 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 224.8940 - mean_squared_error: 224.8940 - val_loss: 48.9344 - val_mean_squared_error: 48.9344 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 225.3900 - mean_squared_error: 225.3900 - val_loss: 141.4957 - val_mean_squared_error: 141.4957
2022-12-10 13:24:12.766686: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:12.895137: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:13.093501: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:13.293323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 13:24:15.465359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:15.971735: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:16.252551: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:16.555150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:17.160197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:17.677681: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:18.185668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4847.3813 - mean_squared_error: 4847.3813
2022-12-10 13:24:27.723692: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:27.888018: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:28.068405: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:24:28.260677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 136ms/step - loss: 4847.3813 - mean_squared_error: 4847.3813 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 49ms/step - loss: 2729.2339 - mean_squared_error: 2729.2339 - val_loss: 18.4008 - val_mean_squared_error: 18.4008 Epoch 3/30 81/81 [==============================] - 4s 49ms/step - loss: 1335.6893 - mean_squared_error: 1335.6893 - val_loss: 419.2883 - val_mean_squared_error: 419.2883 Epoch 4/30 81/81 [==============================] - 4s 49ms/step - loss: 942.4977 - mean_squared_error: 942.4977 - val_loss: 339.6254 - val_mean_squared_error: 339.6254 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 836.3507 - mean_squared_error: 836.3507 - val_loss: 728.3634 - val_mean_squared_error: 728.3633 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 636.1467 - mean_squared_error: 636.1467 - val_loss: 762.0539 - val_mean_squared_error: 762.0539 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 589.1528 - mean_squared_error: 589.1528 - val_loss: 548.4171 - val_mean_squared_error: 548.4171 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 603.9283 - mean_squared_error: 603.9283 - val_loss: 85.9610 - val_mean_squared_error: 85.9610 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 506.1153 - mean_squared_error: 506.1153 - val_loss: 172.3849 - val_mean_squared_error: 172.3848 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 547.8350 - mean_squared_error: 547.8350 - val_loss: 30.5826 - val_mean_squared_error: 30.5826 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 506.5263 - mean_squared_error: 506.5263 - val_loss: 224.9989 - val_mean_squared_error: 224.9989 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 487.4888 - mean_squared_error: 487.4888 - val_loss: 149.5960 - val_mean_squared_error: 149.5960 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 494.5532 - mean_squared_error: 494.5532 - val_loss: 211.8511 - val_mean_squared_error: 211.8511 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 445.8969 - mean_squared_error: 445.8969 - val_loss: 142.7440 - val_mean_squared_error: 142.7440 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 496.2988 - mean_squared_error: 496.2988 - val_loss: 61.6680 - val_mean_squared_error: 61.6680 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 474.0493 - mean_squared_error: 474.0493 - val_loss: 198.5838 - val_mean_squared_error: 198.5838 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 422.8275 - mean_squared_error: 422.8275 - val_loss: 122.5868 - val_mean_squared_error: 122.5868 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 460.3988 - mean_squared_error: 460.3988 - val_loss: 68.6711 - val_mean_squared_error: 68.6711 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 460.9133 - mean_squared_error: 460.9133 - val_loss: 69.7941 - val_mean_squared_error: 69.7941 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 462.1083 - mean_squared_error: 462.1083 - val_loss: 88.7303 - val_mean_squared_error: 88.7303 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 430.8394 - mean_squared_error: 430.8394 - val_loss: 406.4728 - val_mean_squared_error: 406.4728 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 465.0698 - mean_squared_error: 465.0698 - val_loss: 111.0375 - val_mean_squared_error: 111.0375 Epoch 23/30 81/81 [==============================] - 6s 71ms/step - loss: 482.3175 - mean_squared_error: 482.3175 - val_loss: 270.4674 - val_mean_squared_error: 270.4673 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 418.9916 - mean_squared_error: 418.9916 - val_loss: 67.7716 - val_mean_squared_error: 67.7716 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 414.6240 - mean_squared_error: 414.6240 - val_loss: 185.4027 - val_mean_squared_error: 185.4027 Epoch 26/30 81/81 [==============================] - 4s 52ms/step - loss: 443.8524 - mean_squared_error: 443.8524 - val_loss: 222.0938 - val_mean_squared_error: 222.0938 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 444.1686 - mean_squared_error: 444.1686 - val_loss: 458.3568 - val_mean_squared_error: 458.3568 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 419.6374 - mean_squared_error: 419.6374 - val_loss: 149.6611 - val_mean_squared_error: 149.6611 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 441.7693 - mean_squared_error: 441.7693 - val_loss: 375.2267 - val_mean_squared_error: 375.2267 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 472.1973 - mean_squared_error: 472.1973 - val_loss: 206.0804 - val_mean_squared_error: 206.0804
2022-12-10 13:26:21.109054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:21.270915: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:21.469931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:21.680748: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 37) (286, 37) Epoch 1/30
2022-12-10 13:26:23.736525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:24.225613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:24.499406: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:24.798710: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:25.389326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:25.878140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:26.365948: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4743.2905 - mean_squared_error: 4743.2905
2022-12-10 13:26:36.273718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:36.440817: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:36.631834: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:26:36.829343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 140ms/step - loss: 4743.2905 - mean_squared_error: 4743.2905 - val_loss: 533.5143 - val_mean_squared_error: 533.5143 Epoch 2/30 81/81 [==============================] - 4s 52ms/step - loss: 2440.7190 - mean_squared_error: 2440.7190 - val_loss: 75.2043 - val_mean_squared_error: 75.2043 Epoch 3/30 81/81 [==============================] - 4s 45ms/step - loss: 1257.1709 - mean_squared_error: 1257.1709 - val_loss: 578.2879 - val_mean_squared_error: 578.2879 Epoch 4/30 81/81 [==============================] - 4s 46ms/step - loss: 1006.6040 - mean_squared_error: 1006.6040 - val_loss: 523.8809 - val_mean_squared_error: 523.8809 Epoch 5/30 81/81 [==============================] - 4s 44ms/step - loss: 770.0678 - mean_squared_error: 770.0678 - val_loss: 306.0718 - val_mean_squared_error: 306.0718 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 712.5061 - mean_squared_error: 712.5061 - val_loss: 674.7773 - val_mean_squared_error: 674.7773 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 725.1099 - mean_squared_error: 725.1099 - val_loss: 1369.0547 - val_mean_squared_error: 1369.0547 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 669.2587 - mean_squared_error: 669.2587 - val_loss: 39.1752 - val_mean_squared_error: 39.1752 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 624.5632 - mean_squared_error: 624.5632 - val_loss: 1460.5245 - val_mean_squared_error: 1460.5245 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 492.2452 - mean_squared_error: 492.2452 - val_loss: 119.6511 - val_mean_squared_error: 119.6511 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 510.6311 - mean_squared_error: 510.6311 - val_loss: 1994.5885 - val_mean_squared_error: 1994.5885 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 472.2374 - mean_squared_error: 472.2374 - val_loss: 91.4560 - val_mean_squared_error: 91.4560 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 454.5932 - mean_squared_error: 454.5932 - val_loss: 76.0960 - val_mean_squared_error: 76.0960 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 443.0425 - mean_squared_error: 443.0425 - val_loss: 100.4348 - val_mean_squared_error: 100.4348 Epoch 15/30 81/81 [==============================] - 4s 43ms/step - loss: 452.1753 - mean_squared_error: 452.1753 - val_loss: 114.8378 - val_mean_squared_error: 114.8378 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 462.7077 - mean_squared_error: 462.7077 - val_loss: 128.5236 - val_mean_squared_error: 128.5236 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 444.9966 - mean_squared_error: 444.9966 - val_loss: 344.7688 - val_mean_squared_error: 344.7688 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 589.1005 - mean_squared_error: 589.1005 - val_loss: 3393.4021 - val_mean_squared_error: 3393.4019 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 425.0105 - mean_squared_error: 425.0105 - val_loss: 40.4749 - val_mean_squared_error: 40.4749 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 478.4728 - mean_squared_error: 478.4728 - val_loss: 27.5818 - val_mean_squared_error: 27.5818 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 452.2143 - mean_squared_error: 452.2143 - val_loss: 72.0856 - val_mean_squared_error: 72.0856 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 500.5949 - mean_squared_error: 500.5949 - val_loss: 269.9026 - val_mean_squared_error: 269.9026 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 467.7736 - mean_squared_error: 467.7736 - val_loss: 15.8181 - val_mean_squared_error: 15.8181 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 421.4726 - mean_squared_error: 421.4726 - val_loss: 88.9067 - val_mean_squared_error: 88.9067 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 416.8394 - mean_squared_error: 416.8394 - val_loss: 24.7019 - val_mean_squared_error: 24.7019 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 438.6571 - mean_squared_error: 438.6571 - val_loss: 248.2057 - val_mean_squared_error: 248.2057 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 413.0488 - mean_squared_error: 413.0488 - val_loss: 77.9657 - val_mean_squared_error: 77.9657 Epoch 28/30 81/81 [==============================] - 4s 43ms/step - loss: 461.3365 - mean_squared_error: 461.3365 - val_loss: 16.0791 - val_mean_squared_error: 16.0791 Epoch 29/30 81/81 [==============================] - 4s 43ms/step - loss: 418.3375 - mean_squared_error: 418.3375 - val_loss: 16.6577 - val_mean_squared_error: 16.6577 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 443.0038 - mean_squared_error: 443.0038 - val_loss: 30.9152 - val_mean_squared_error: 30.9152
2022-12-10 13:28:23.963149: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:24.131769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:24.328024: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:24.512909: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 13:28:26.575123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:27.071005: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:27.362808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:27.668183: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:28.265192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:28.767819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:29.263495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4651.8311 - mean_squared_error: 4651.8311
2022-12-10 13:28:38.677937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:38.849050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:39.023059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:28:39.209678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 15s 134ms/step - loss: 4651.8311 - mean_squared_error: 4651.8311 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 48ms/step - loss: 2230.2783 - mean_squared_error: 2230.2783 - val_loss: 36.0430 - val_mean_squared_error: 36.0430 Epoch 3/30 81/81 [==============================] - 4s 48ms/step - loss: 896.4473 - mean_squared_error: 896.4473 - val_loss: 129.7137 - val_mean_squared_error: 129.7137 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 673.0949 - mean_squared_error: 673.0949 - val_loss: 71.3812 - val_mean_squared_error: 71.3812 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 1202.3684 - mean_squared_error: 1202.3684 - val_loss: 102.2302 - val_mean_squared_error: 102.2302 Epoch 6/30 81/81 [==============================] - 4s 45ms/step - loss: 338.0452 - mean_squared_error: 338.0452 - val_loss: 93.4352 - val_mean_squared_error: 93.4352 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 121.1285 - mean_squared_error: 121.1285 - val_loss: 305.1466 - val_mean_squared_error: 305.1466 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 107.0603 - mean_squared_error: 107.0603 - val_loss: 705.9963 - val_mean_squared_error: 705.9963 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 99.5157 - mean_squared_error: 99.5157 - val_loss: 492.9749 - val_mean_squared_error: 492.9749 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 76.4669 - mean_squared_error: 76.4669 - val_loss: 428.9423 - val_mean_squared_error: 428.9423 Epoch 11/30 81/81 [==============================] - 4s 43ms/step - loss: 75.2094 - mean_squared_error: 75.2094 - val_loss: 301.1357 - val_mean_squared_error: 301.1357 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 77.1253 - mean_squared_error: 77.1253 - val_loss: 234.4165 - val_mean_squared_error: 234.4165 Epoch 13/30 81/81 [==============================] - 4s 43ms/step - loss: 61.8011 - mean_squared_error: 61.8011 - val_loss: 361.5954 - val_mean_squared_error: 361.5954 Epoch 14/30 81/81 [==============================] - 4s 43ms/step - loss: 66.4558 - mean_squared_error: 66.4558 - val_loss: 48.9870 - val_mean_squared_error: 48.9870 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 63.5166 - mean_squared_error: 63.5166 - val_loss: 260.7729 - val_mean_squared_error: 260.7729 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 65.6647 - mean_squared_error: 65.6647 - val_loss: 68.9678 - val_mean_squared_error: 68.9678 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 58.4502 - mean_squared_error: 58.4502 - val_loss: 68.0847 - val_mean_squared_error: 68.0847 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 58.2658 - mean_squared_error: 58.2658 - val_loss: 178.1871 - val_mean_squared_error: 178.1871 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 54.7719 - mean_squared_error: 54.7719 - val_loss: 41.5385 - val_mean_squared_error: 41.5385 Epoch 20/30 81/81 [==============================] - 3s 43ms/step - loss: 48.2554 - mean_squared_error: 48.2554 - val_loss: 43.1598 - val_mean_squared_error: 43.1598 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 58.1508 - mean_squared_error: 58.1508 - val_loss: 66.6998 - val_mean_squared_error: 66.6998 Epoch 22/30 81/81 [==============================] - 4s 43ms/step - loss: 51.2627 - mean_squared_error: 51.2627 - val_loss: 103.6443 - val_mean_squared_error: 103.6443 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 51.5101 - mean_squared_error: 51.5101 - val_loss: 38.5781 - val_mean_squared_error: 38.5781 Epoch 24/30 81/81 [==============================] - 4s 43ms/step - loss: 46.9142 - mean_squared_error: 46.9142 - val_loss: 36.2022 - val_mean_squared_error: 36.2022 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 48.4601 - mean_squared_error: 48.4601 - val_loss: 37.7022 - val_mean_squared_error: 37.7022 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 46.7865 - mean_squared_error: 46.7865 - val_loss: 53.3105 - val_mean_squared_error: 53.3105 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 47.7614 - mean_squared_error: 47.7614 - val_loss: 34.1043 - val_mean_squared_error: 34.1043 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 47.1121 - mean_squared_error: 47.1121 - val_loss: 77.9193 - val_mean_squared_error: 77.9193 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 42.5788 - mean_squared_error: 42.5788 - val_loss: 61.4221 - val_mean_squared_error: 61.4221 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 53.7250 - mean_squared_error: 53.7250 - val_loss: 53.8092 - val_mean_squared_error: 53.8092
2022-12-10 13:30:24.449056: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:24.604096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:24.792138: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:24.996445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/30
2022-12-10 13:30:27.106610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:27.664577: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:28.038368: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:28.353736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:28.999332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:29.578257: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:30.123976: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4832.5684 - mean_squared_error: 4832.5684
2022-12-10 13:30:40.435346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:40.586750: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:40.812325: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:30:41.016790: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 147ms/step - loss: 4832.5684 - mean_squared_error: 4832.5684 - val_loss: 595.1056 - val_mean_squared_error: 595.1056 Epoch 2/30 81/81 [==============================] - 4s 55ms/step - loss: 2360.3889 - mean_squared_error: 2360.3889 - val_loss: 111.4694 - val_mean_squared_error: 111.4694 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1612.8392 - mean_squared_error: 1612.8392 - val_loss: 46.5583 - val_mean_squared_error: 46.5583 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 901.0070 - mean_squared_error: 901.0070 - val_loss: 232.7198 - val_mean_squared_error: 232.7198 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 811.6033 - mean_squared_error: 811.6033 - val_loss: 252.9207 - val_mean_squared_error: 252.9207 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 770.1038 - mean_squared_error: 770.1038 - val_loss: 282.3927 - val_mean_squared_error: 282.3927 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 761.6110 - mean_squared_error: 761.6110 - val_loss: 365.9456 - val_mean_squared_error: 365.9456 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 766.0157 - mean_squared_error: 766.0157 - val_loss: 363.1046 - val_mean_squared_error: 363.1046 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 760.5153 - mean_squared_error: 760.5153 - val_loss: 382.1878 - val_mean_squared_error: 382.1878 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 767.0070 - mean_squared_error: 767.0070 - val_loss: 397.3520 - val_mean_squared_error: 397.3520 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 765.0225 - mean_squared_error: 765.0225 - val_loss: 480.0671 - val_mean_squared_error: 480.0671 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 761.7153 - mean_squared_error: 761.7153 - val_loss: 467.3628 - val_mean_squared_error: 467.3628 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 773.3237 - mean_squared_error: 773.3237 - val_loss: 372.1237 - val_mean_squared_error: 372.1237 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 756.6371 - mean_squared_error: 756.6371 - val_loss: 412.9540 - val_mean_squared_error: 412.9540 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 771.5887 - mean_squared_error: 771.5887 - val_loss: 436.5877 - val_mean_squared_error: 436.5877 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 754.7313 - mean_squared_error: 754.7313 - val_loss: 485.6053 - val_mean_squared_error: 485.6053 Epoch 17/30 81/81 [==============================] - 4s 51ms/step - loss: 761.9039 - mean_squared_error: 761.9039 - val_loss: 393.8402 - val_mean_squared_error: 393.8402 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 758.9238 - mean_squared_error: 758.9238 - val_loss: 343.7524 - val_mean_squared_error: 343.7524 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 759.6340 - mean_squared_error: 759.6340 - val_loss: 362.9108 - val_mean_squared_error: 362.9108 Epoch 20/30 81/81 [==============================] - 4s 50ms/step - loss: 759.9443 - mean_squared_error: 759.9443 - val_loss: 387.4845 - val_mean_squared_error: 387.4845 Epoch 21/30 81/81 [==============================] - 4s 52ms/step - loss: 754.9712 - mean_squared_error: 754.9712 - val_loss: 390.8557 - val_mean_squared_error: 390.8557 Epoch 22/30 81/81 [==============================] - 4s 50ms/step - loss: 747.1453 - mean_squared_error: 747.1453 - val_loss: 462.9105 - val_mean_squared_error: 462.9105 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 749.5596 - mean_squared_error: 749.5596 - val_loss: 436.3537 - val_mean_squared_error: 436.3537 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 765.7578 - mean_squared_error: 765.7578 - val_loss: 429.0759 - val_mean_squared_error: 429.0759 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 754.7560 - mean_squared_error: 754.7560 - val_loss: 437.7879 - val_mean_squared_error: 437.7879 Epoch 26/30 81/81 [==============================] - 4s 49ms/step - loss: 756.2233 - mean_squared_error: 756.2233 - val_loss: 509.1786 - val_mean_squared_error: 509.1786 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 778.3433 - mean_squared_error: 778.3433 - val_loss: 528.7957 - val_mean_squared_error: 528.7957 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 771.2620 - mean_squared_error: 771.2620 - val_loss: 402.7363 - val_mean_squared_error: 402.7363 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 766.3459 - mean_squared_error: 766.3459 - val_loss: 436.1084 - val_mean_squared_error: 436.1084 Epoch 30/30 81/81 [==============================] - 4s 48ms/step - loss: 770.8859 - mean_squared_error: 770.8859 - val_loss: 379.3522 - val_mean_squared_error: 379.3522
2022-12-10 13:32:40.101739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:40.253304: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:40.451829: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:40.657133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 2 best_solution : [1 1 1 1 1 0 0 1 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 0 1 1 0 0 1 1 0 1 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 0 1 0 0 0 0 1 1 0] Selected indices : [ 0 1 2 3 4 7 8 9 11 13 15 18 21 24 25 27 29 32 33 36 37 39 41 45 49 50 58 59 60 61 62 67 68 69 73 78 79] Number of selected elements : 37 Best solution fitness : 0.018741498185559983 Generation: 4 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 13:32:44.184924: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:44.874858: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:45.224014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:45.562193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:46.222316: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:46.772098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:47.305092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4888.0112 - mean_squared_error: 4888.0112
2022-12-10 13:32:58.038783: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:58.185734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:58.399601: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:32:58.626015: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 18s 153ms/step - loss: 4888.0112 - mean_squared_error: 4888.0112 - val_loss: 815.2944 - val_mean_squared_error: 815.2944 Epoch 2/30 81/81 [==============================] - 5s 58ms/step - loss: 2590.2905 - mean_squared_error: 2590.2905 - val_loss: 31.0443 - val_mean_squared_error: 31.0443 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1214.5868 - mean_squared_error: 1214.5868 - val_loss: 876.5178 - val_mean_squared_error: 876.5178 Epoch 4/30 81/81 [==============================] - 4s 55ms/step - loss: 772.0703 - mean_squared_error: 772.0703 - val_loss: 425.2981 - val_mean_squared_error: 425.2981 Epoch 5/30 81/81 [==============================] - 4s 52ms/step - loss: 793.9642 - mean_squared_error: 793.9642 - val_loss: 3160.9299 - val_mean_squared_error: 3160.9299 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 674.9053 - mean_squared_error: 674.9053 - val_loss: 1472.8496 - val_mean_squared_error: 1472.8496 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 558.6381 - mean_squared_error: 558.6381 - val_loss: 2626.8840 - val_mean_squared_error: 2626.8840 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 569.2935 - mean_squared_error: 569.2935 - val_loss: 378.1319 - val_mean_squared_error: 378.1319 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 350.7689 - mean_squared_error: 350.7689 - val_loss: 42.6101 - val_mean_squared_error: 42.6101 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 295.8940 - mean_squared_error: 295.8940 - val_loss: 50.4038 - val_mean_squared_error: 50.4038 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 313.8111 - mean_squared_error: 313.8111 - val_loss: 135.7575 - val_mean_squared_error: 135.7575 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 275.7039 - mean_squared_error: 275.7039 - val_loss: 15.2724 - val_mean_squared_error: 15.2724 Epoch 13/30 81/81 [==============================] - 4s 50ms/step - loss: 259.2783 - mean_squared_error: 259.2783 - val_loss: 10.5641 - val_mean_squared_error: 10.5641 Epoch 14/30 81/81 [==============================] - 4s 51ms/step - loss: 261.4484 - mean_squared_error: 261.4484 - val_loss: 18.1714 - val_mean_squared_error: 18.1714 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 259.7805 - mean_squared_error: 259.7805 - val_loss: 17.5531 - val_mean_squared_error: 17.5531 Epoch 16/30 81/81 [==============================] - 4s 51ms/step - loss: 261.4637 - mean_squared_error: 261.4637 - val_loss: 11.1528 - val_mean_squared_error: 11.1528 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 245.9358 - mean_squared_error: 245.9358 - val_loss: 45.2569 - val_mean_squared_error: 45.2569 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 270.0550 - mean_squared_error: 270.0550 - val_loss: 81.1744 - val_mean_squared_error: 81.1744 Epoch 19/30 81/81 [==============================] - 4s 51ms/step - loss: 257.8754 - mean_squared_error: 257.8754 - val_loss: 24.9248 - val_mean_squared_error: 24.9248 Epoch 20/30 81/81 [==============================] - 4s 50ms/step - loss: 238.1059 - mean_squared_error: 238.1059 - val_loss: 41.3515 - val_mean_squared_error: 41.3515 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 263.6771 - mean_squared_error: 263.6771 - val_loss: 89.1479 - val_mean_squared_error: 89.1479 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 242.7454 - mean_squared_error: 242.7454 - val_loss: 33.2579 - val_mean_squared_error: 33.2579 Epoch 23/30 81/81 [==============================] - 4s 50ms/step - loss: 263.4255 - mean_squared_error: 263.4255 - val_loss: 120.0571 - val_mean_squared_error: 120.0571 Epoch 24/30 81/81 [==============================] - 4s 50ms/step - loss: 263.1907 - mean_squared_error: 263.1907 - val_loss: 52.5151 - val_mean_squared_error: 52.5151 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 254.1143 - mean_squared_error: 254.1143 - val_loss: 53.5810 - val_mean_squared_error: 53.5810 Epoch 26/30 81/81 [==============================] - 4s 50ms/step - loss: 228.4370 - mean_squared_error: 228.4370 - val_loss: 71.5760 - val_mean_squared_error: 71.5760 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 248.6700 - mean_squared_error: 248.6700 - val_loss: 68.9993 - val_mean_squared_error: 68.9993 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 221.7812 - mean_squared_error: 221.7812 - val_loss: 35.5220 - val_mean_squared_error: 35.5220 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 243.2308 - mean_squared_error: 243.2308 - val_loss: 40.3917 - val_mean_squared_error: 40.3917 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 249.4645 - mean_squared_error: 249.4645 - val_loss: 129.5120 - val_mean_squared_error: 129.5120
2022-12-10 13:35:00.039096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:00.203572: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:00.413010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:00.622332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 13:35:02.848507: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:03.382344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:03.669770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:03.979256: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:04.616192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:05.159356: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:05.690592: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4856.5894 - mean_squared_error: 4856.5894
2022-12-10 13:35:15.750966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:15.903191: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:16.109038: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:35:16.311101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 144ms/step - loss: 4856.5894 - mean_squared_error: 4856.5894 - val_loss: 590.2963 - val_mean_squared_error: 590.2963 Epoch 2/30 81/81 [==============================] - 4s 52ms/step - loss: 2787.8560 - mean_squared_error: 2787.8560 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 48ms/step - loss: 1493.8385 - mean_squared_error: 1493.8385 - val_loss: 78.2589 - val_mean_squared_error: 78.2589 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 809.1492 - mean_squared_error: 809.1492 - val_loss: 102.5639 - val_mean_squared_error: 102.5639 Epoch 5/30 81/81 [==============================] - 4s 47ms/step - loss: 785.8979 - mean_squared_error: 785.8979 - val_loss: 326.2654 - val_mean_squared_error: 326.2654 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 713.7436 - mean_squared_error: 713.7436 - val_loss: 2382.1675 - val_mean_squared_error: 2382.1675 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 653.6217 - mean_squared_error: 653.6217 - val_loss: 4142.4863 - val_mean_squared_error: 4142.4858 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 332.9489 - mean_squared_error: 332.9489 - val_loss: 589.3339 - val_mean_squared_error: 589.3339 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 272.6856 - mean_squared_error: 272.6856 - val_loss: 47.9005 - val_mean_squared_error: 47.9005 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 106.5209 - mean_squared_error: 106.5209 - val_loss: 137.1245 - val_mean_squared_error: 137.1245 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 94.6989 - mean_squared_error: 94.6989 - val_loss: 123.2297 - val_mean_squared_error: 123.2297 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 95.4933 - mean_squared_error: 95.4933 - val_loss: 98.2065 - val_mean_squared_error: 98.2065 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 79.2131 - mean_squared_error: 79.2131 - val_loss: 52.0145 - val_mean_squared_error: 52.0145 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 69.0023 - mean_squared_error: 69.0023 - val_loss: 124.9425 - val_mean_squared_error: 124.9425 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 76.2976 - mean_squared_error: 76.2976 - val_loss: 69.1411 - val_mean_squared_error: 69.1411 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 67.8994 - mean_squared_error: 67.8994 - val_loss: 57.0472 - val_mean_squared_error: 57.0472 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 65.2378 - mean_squared_error: 65.2378 - val_loss: 173.4284 - val_mean_squared_error: 173.4284 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 70.5036 - mean_squared_error: 70.5036 - val_loss: 55.3102 - val_mean_squared_error: 55.3102 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 64.7806 - mean_squared_error: 64.7806 - val_loss: 79.4821 - val_mean_squared_error: 79.4821 Epoch 20/30 81/81 [==============================] - 4s 49ms/step - loss: 60.1737 - mean_squared_error: 60.1737 - val_loss: 35.3647 - val_mean_squared_error: 35.3647 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 57.5728 - mean_squared_error: 57.5728 - val_loss: 108.0249 - val_mean_squared_error: 108.0249 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 57.6249 - mean_squared_error: 57.6249 - val_loss: 27.5796 - val_mean_squared_error: 27.5796 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 54.3110 - mean_squared_error: 54.3110 - val_loss: 25.8723 - val_mean_squared_error: 25.8723 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 58.9880 - mean_squared_error: 58.9880 - val_loss: 39.0920 - val_mean_squared_error: 39.0920 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 57.1481 - mean_squared_error: 57.1481 - val_loss: 549.0421 - val_mean_squared_error: 549.0421 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 53.8900 - mean_squared_error: 53.8900 - val_loss: 89.3594 - val_mean_squared_error: 89.3594 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 54.6422 - mean_squared_error: 54.6422 - val_loss: 300.1737 - val_mean_squared_error: 300.1737 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 52.5463 - mean_squared_error: 52.5463 - val_loss: 28.7376 - val_mean_squared_error: 28.7376 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 55.2116 - mean_squared_error: 55.2116 - val_loss: 43.8731 - val_mean_squared_error: 43.8731 Epoch 30/30 81/81 [==============================] - 4s 47ms/step - loss: 56.4769 - mean_squared_error: 56.4769 - val_loss: 141.8499 - val_mean_squared_error: 141.8499
2022-12-10 13:37:08.898163: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:09.065536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:09.284805: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:09.512394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 37) (286, 37) Epoch 1/30
2022-12-10 13:37:11.676338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:12.241093: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:12.525234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:12.841383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:13.481291: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:14.001538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:14.559799: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4788.9541 - mean_squared_error: 4788.9541
2022-12-10 13:37:24.485877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:24.642400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:24.829288: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:37:25.027386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 142ms/step - loss: 4788.9541 - mean_squared_error: 4788.9541 - val_loss: 2460.3547 - val_mean_squared_error: 2460.3545 Epoch 2/30 81/81 [==============================] - 4s 49ms/step - loss: 2809.0254 - mean_squared_error: 2809.0254 - val_loss: 255.9858 - val_mean_squared_error: 255.9858 Epoch 3/30 81/81 [==============================] - 4s 47ms/step - loss: 2067.4194 - mean_squared_error: 2067.4194 - val_loss: 748.0648 - val_mean_squared_error: 748.0648 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 1318.4806 - mean_squared_error: 1318.4806 - val_loss: 54.0040 - val_mean_squared_error: 54.0040 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 987.8005 - mean_squared_error: 987.8005 - val_loss: 60.2824 - val_mean_squared_error: 60.2824 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 949.9320 - mean_squared_error: 949.9320 - val_loss: 63.5246 - val_mean_squared_error: 63.5246 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 922.9882 - mean_squared_error: 922.9882 - val_loss: 628.4513 - val_mean_squared_error: 628.4513 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 897.7059 - mean_squared_error: 897.7059 - val_loss: 177.0412 - val_mean_squared_error: 177.0412 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 891.6572 - mean_squared_error: 891.6572 - val_loss: 68.3364 - val_mean_squared_error: 68.3364 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 879.8902 - mean_squared_error: 879.8902 - val_loss: 76.0661 - val_mean_squared_error: 76.0661 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 891.2282 - mean_squared_error: 891.2282 - val_loss: 157.0792 - val_mean_squared_error: 157.0792 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 850.8035 - mean_squared_error: 850.8035 - val_loss: 99.1629 - val_mean_squared_error: 99.1629 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 822.3148 - mean_squared_error: 822.3148 - val_loss: 100.3728 - val_mean_squared_error: 100.3728 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 992.3594 - mean_squared_error: 992.3594 - val_loss: 1773.5778 - val_mean_squared_error: 1773.5778 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 384.9766 - mean_squared_error: 384.9766 - val_loss: 4825.7031 - val_mean_squared_error: 4825.7031 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 110.5359 - mean_squared_error: 110.5359 - val_loss: 1560.5154 - val_mean_squared_error: 1560.5154 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 83.7408 - mean_squared_error: 83.7408 - val_loss: 362.7656 - val_mean_squared_error: 362.7656 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 75.1767 - mean_squared_error: 75.1767 - val_loss: 31.5468 - val_mean_squared_error: 31.5468 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 63.2200 - mean_squared_error: 63.2200 - val_loss: 116.3800 - val_mean_squared_error: 116.3800 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 63.5891 - mean_squared_error: 63.5891 - val_loss: 257.3886 - val_mean_squared_error: 257.3886 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 65.4369 - mean_squared_error: 65.4369 - val_loss: 312.5881 - val_mean_squared_error: 312.5881 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 55.5020 - mean_squared_error: 55.5020 - val_loss: 45.7359 - val_mean_squared_error: 45.7359 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 53.6304 - mean_squared_error: 53.6304 - val_loss: 46.5208 - val_mean_squared_error: 46.5208 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 58.9144 - mean_squared_error: 58.9144 - val_loss: 53.1504 - val_mean_squared_error: 53.1504 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 48.6789 - mean_squared_error: 48.6789 - val_loss: 98.9569 - val_mean_squared_error: 98.9569 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 47.8280 - mean_squared_error: 47.8280 - val_loss: 28.7276 - val_mean_squared_error: 28.7276 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 54.6765 - mean_squared_error: 54.6765 - val_loss: 31.8836 - val_mean_squared_error: 31.8836 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 49.3830 - mean_squared_error: 49.3830 - val_loss: 85.3570 - val_mean_squared_error: 85.3570 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 51.1895 - mean_squared_error: 51.1895 - val_loss: 106.7442 - val_mean_squared_error: 106.7442 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 44.1053 - mean_squared_error: 44.1053 - val_loss: 162.4532 - val_mean_squared_error: 162.4532
2022-12-10 13:39:13.655107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:13.817818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:14.017701: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:14.239506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 13:39:17.217565: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:17.748842: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:18.048064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:18.359010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:19.028626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:19.560830: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:20.115434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4841.8960 - mean_squared_error: 4841.8960
2022-12-10 13:39:30.237073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:30.409400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:30.612483: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:39:30.826365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 16s 147ms/step - loss: 4841.8960 - mean_squared_error: 4841.8960 - val_loss: 1202.9082 - val_mean_squared_error: 1202.9082 Epoch 2/30 81/81 [==============================] - 4s 51ms/step - loss: 1908.2791 - mean_squared_error: 1908.2791 - val_loss: 17.6800 - val_mean_squared_error: 17.6800 Epoch 3/30 81/81 [==============================] - 4s 46ms/step - loss: 673.7285 - mean_squared_error: 673.7285 - val_loss: 327.8981 - val_mean_squared_error: 327.8981 Epoch 4/30 81/81 [==============================] - 4s 46ms/step - loss: 448.9089 - mean_squared_error: 448.9089 - val_loss: 221.1591 - val_mean_squared_error: 221.1591 Epoch 5/30 81/81 [==============================] - 4s 45ms/step - loss: 248.5506 - mean_squared_error: 248.5506 - val_loss: 221.4939 - val_mean_squared_error: 221.4939 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 157.7136 - mean_squared_error: 157.7136 - val_loss: 50.4856 - val_mean_squared_error: 50.4856 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 94.9713 - mean_squared_error: 94.9713 - val_loss: 101.2890 - val_mean_squared_error: 101.2890 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 86.4133 - mean_squared_error: 86.4133 - val_loss: 73.3238 - val_mean_squared_error: 73.3238 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 84.3719 - mean_squared_error: 84.3719 - val_loss: 51.7357 - val_mean_squared_error: 51.7357 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 136.3627 - mean_squared_error: 136.3627 - val_loss: 1893.6212 - val_mean_squared_error: 1893.6211 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 82.8532 - mean_squared_error: 82.8532 - val_loss: 115.1271 - val_mean_squared_error: 115.1271 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 76.3279 - mean_squared_error: 76.3279 - val_loss: 113.9444 - val_mean_squared_error: 113.9444 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 67.2108 - mean_squared_error: 67.2108 - val_loss: 147.4405 - val_mean_squared_error: 147.4405 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 62.8715 - mean_squared_error: 62.8715 - val_loss: 39.5378 - val_mean_squared_error: 39.5378 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 52.4219 - mean_squared_error: 52.4219 - val_loss: 32.8518 - val_mean_squared_error: 32.8518 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 55.3868 - mean_squared_error: 55.3868 - val_loss: 24.8895 - val_mean_squared_error: 24.8895 Epoch 17/30 81/81 [==============================] - 4s 54ms/step - loss: 53.2413 - mean_squared_error: 53.2413 - val_loss: 35.8979 - val_mean_squared_error: 35.8979 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 51.9369 - mean_squared_error: 51.9369 - val_loss: 47.6369 - val_mean_squared_error: 47.6369 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 53.9204 - mean_squared_error: 53.9204 - val_loss: 92.0014 - val_mean_squared_error: 92.0014 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 46.1097 - mean_squared_error: 46.1097 - val_loss: 38.9679 - val_mean_squared_error: 38.9679 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 45.7709 - mean_squared_error: 45.7709 - val_loss: 98.5946 - val_mean_squared_error: 98.5946 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 47.4031 - mean_squared_error: 47.4031 - val_loss: 157.2100 - val_mean_squared_error: 157.2100 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 53.5751 - mean_squared_error: 53.5751 - val_loss: 29.2714 - val_mean_squared_error: 29.2714 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 46.6542 - mean_squared_error: 46.6542 - val_loss: 38.7974 - val_mean_squared_error: 38.7974 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 45.9032 - mean_squared_error: 45.9032 - val_loss: 83.4665 - val_mean_squared_error: 83.4665 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 43.1764 - mean_squared_error: 43.1764 - val_loss: 271.4073 - val_mean_squared_error: 271.4073 Epoch 27/30 81/81 [==============================] - 4s 43ms/step - loss: 45.5728 - mean_squared_error: 45.5728 - val_loss: 31.5258 - val_mean_squared_error: 31.5258 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 39.8322 - mean_squared_error: 39.8322 - val_loss: 47.8286 - val_mean_squared_error: 47.8286 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 40.2859 - mean_squared_error: 40.2859 - val_loss: 23.1542 - val_mean_squared_error: 23.1542 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 39.4294 - mean_squared_error: 39.4294 - val_loss: 29.1844 - val_mean_squared_error: 29.1844
2022-12-10 13:41:18.260808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:18.403369: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:18.593751: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:18.802072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/30
2022-12-10 13:41:21.602041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:22.112464: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:22.409527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:22.740824: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:23.386710: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:23.939139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:24.497234: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4879.0005 - mean_squared_error: 4879.0005
2022-12-10 13:41:35.796019: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:35.971919: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:36.198074: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:41:36.516222: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 17s 162ms/step - loss: 4879.0005 - mean_squared_error: 4879.0005 - val_loss: 599.8591 - val_mean_squared_error: 599.8591 Epoch 2/30 81/81 [==============================] - 5s 56ms/step - loss: 2703.9021 - mean_squared_error: 2703.9021 - val_loss: 171.4514 - val_mean_squared_error: 171.4514 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1353.7914 - mean_squared_error: 1353.7914 - val_loss: 469.2246 - val_mean_squared_error: 469.2245 Epoch 4/30 81/81 [==============================] - 4s 52ms/step - loss: 1003.7771 - mean_squared_error: 1003.7771 - val_loss: 414.0170 - val_mean_squared_error: 414.0170 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 929.2830 - mean_squared_error: 929.2830 - val_loss: 386.2350 - val_mean_squared_error: 386.2350 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 733.5093 - mean_squared_error: 733.5093 - val_loss: 789.9576 - val_mean_squared_error: 789.9576 Epoch 7/30 81/81 [==============================] - 4s 55ms/step - loss: 517.4609 - mean_squared_error: 517.4609 - val_loss: 1788.9049 - val_mean_squared_error: 1788.9049 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 519.9737 - mean_squared_error: 519.9737 - val_loss: 27.5773 - val_mean_squared_error: 27.5773 Epoch 9/30 81/81 [==============================] - 5s 64ms/step - loss: 486.3013 - mean_squared_error: 486.3013 - val_loss: 50.7712 - val_mean_squared_error: 50.7712 Epoch 10/30 81/81 [==============================] - 5s 57ms/step - loss: 470.3051 - mean_squared_error: 470.3051 - val_loss: 75.0737 - val_mean_squared_error: 75.0737 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 513.0574 - mean_squared_error: 513.0574 - val_loss: 96.2621 - val_mean_squared_error: 96.2621 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 461.2589 - mean_squared_error: 461.2589 - val_loss: 110.1029 - val_mean_squared_error: 110.1029 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 461.1099 - mean_squared_error: 461.1099 - val_loss: 27.0626 - val_mean_squared_error: 27.0626 Epoch 14/30 81/81 [==============================] - 4s 55ms/step - loss: 422.1888 - mean_squared_error: 422.1888 - val_loss: 196.7977 - val_mean_squared_error: 196.7977 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 478.5926 - mean_squared_error: 478.5926 - val_loss: 129.7344 - val_mean_squared_error: 129.7344 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 408.8951 - mean_squared_error: 408.8951 - val_loss: 10922.9326 - val_mean_squared_error: 10922.9326 Epoch 17/30 81/81 [==============================] - 4s 51ms/step - loss: 65.7677 - mean_squared_error: 65.7677 - val_loss: 591.0335 - val_mean_squared_error: 591.0335 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 60.1884 - mean_squared_error: 60.1884 - val_loss: 921.3029 - val_mean_squared_error: 921.3029 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 44.6512 - mean_squared_error: 44.6512 - val_loss: 67.9765 - val_mean_squared_error: 67.9765 Epoch 20/30 81/81 [==============================] - 4s 52ms/step - loss: 47.7783 - mean_squared_error: 47.7783 - val_loss: 41.2845 - val_mean_squared_error: 41.2845 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 46.8752 - mean_squared_error: 46.8752 - val_loss: 18.7848 - val_mean_squared_error: 18.7848 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 47.6053 - mean_squared_error: 47.6053 - val_loss: 21.0351 - val_mean_squared_error: 21.0351 Epoch 23/30 81/81 [==============================] - 4s 50ms/step - loss: 44.5129 - mean_squared_error: 44.5129 - val_loss: 21.1127 - val_mean_squared_error: 21.1127 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 44.1555 - mean_squared_error: 44.1555 - val_loss: 17.6362 - val_mean_squared_error: 17.6362 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 41.9430 - mean_squared_error: 41.9430 - val_loss: 42.4939 - val_mean_squared_error: 42.4939 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 39.1851 - mean_squared_error: 39.1851 - val_loss: 12.9962 - val_mean_squared_error: 12.9962 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 41.2219 - mean_squared_error: 41.2219 - val_loss: 21.0635 - val_mean_squared_error: 21.0635 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 41.9428 - mean_squared_error: 41.9428 - val_loss: 27.7153 - val_mean_squared_error: 27.7153 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 42.6574 - mean_squared_error: 42.6574 - val_loss: 13.7149 - val_mean_squared_error: 13.7149 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 41.7888 - mean_squared_error: 41.7888 - val_loss: 17.7902 - val_mean_squared_error: 17.7902
2022-12-10 13:43:37.880730: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:38.057877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:38.280852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:38.507549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.0230121356313053 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/30
2022-12-10 13:43:41.799063: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:42.477050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:42.935295: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:43.415873: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:44.312342: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:45.068389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:45.703466: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4796.8545 - mean_squared_error: 4796.8545
2022-12-10 13:43:57.449557: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:57.644466: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:57.862632: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:43:58.111790: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 20s 171ms/step - loss: 4796.8545 - mean_squared_error: 4796.8545 - val_loss: 713.6938 - val_mean_squared_error: 713.6938 Epoch 2/30 81/81 [==============================] - 5s 59ms/step - loss: 2368.5928 - mean_squared_error: 2368.5928 - val_loss: 47.0965 - val_mean_squared_error: 47.0965 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 2055.8240 - mean_squared_error: 2055.8240 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 5s 56ms/step - loss: 1262.6964 - mean_squared_error: 1262.6964 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 1232.3834 - mean_squared_error: 1232.3834 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 915.4845 - mean_squared_error: 915.4845 - val_loss: 2805.6428 - val_mean_squared_error: 2805.6428 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 874.9301 - mean_squared_error: 874.9301 - val_loss: 2438.0164 - val_mean_squared_error: 2438.0164 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 830.5342 - mean_squared_error: 830.5342 - val_loss: 1027.9951 - val_mean_squared_error: 1027.9951 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 883.4644 - mean_squared_error: 883.4644 - val_loss: 896.6771 - val_mean_squared_error: 896.6771 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 874.2811 - mean_squared_error: 874.2811 - val_loss: 41.9872 - val_mean_squared_error: 41.9872 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 860.5584 - mean_squared_error: 860.5584 - val_loss: 108.4437 - val_mean_squared_error: 108.4437 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 829.1376 - mean_squared_error: 829.1376 - val_loss: 313.4450 - val_mean_squared_error: 313.4450 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 848.8276 - mean_squared_error: 848.8276 - val_loss: 30.3820 - val_mean_squared_error: 30.3820 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 832.0381 - mean_squared_error: 832.0381 - val_loss: 22.3738 - val_mean_squared_error: 22.3738 Epoch 15/30 81/81 [==============================] - 4s 50ms/step - loss: 863.2626 - mean_squared_error: 863.2626 - val_loss: 190.6877 - val_mean_squared_error: 190.6877 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 853.6702 - mean_squared_error: 853.6702 - val_loss: 54.9709 - val_mean_squared_error: 54.9709 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 852.2694 - mean_squared_error: 852.2694 - val_loss: 69.3512 - val_mean_squared_error: 69.3512 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 823.3522 - mean_squared_error: 823.3522 - val_loss: 295.8573 - val_mean_squared_error: 295.8573 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 836.4603 - mean_squared_error: 836.4603 - val_loss: 293.8838 - val_mean_squared_error: 293.8838 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 833.1326 - mean_squared_error: 833.1326 - val_loss: 122.6895 - val_mean_squared_error: 122.6895 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 833.7889 - mean_squared_error: 833.7889 - val_loss: 39.5590 - val_mean_squared_error: 39.5590 Epoch 22/30 81/81 [==============================] - 4s 50ms/step - loss: 827.0968 - mean_squared_error: 827.0968 - val_loss: 207.5762 - val_mean_squared_error: 207.5762 Epoch 23/30 81/81 [==============================] - 4s 50ms/step - loss: 810.2745 - mean_squared_error: 810.2745 - val_loss: 42.4805 - val_mean_squared_error: 42.4805 Epoch 24/30 81/81 [==============================] - 4s 50ms/step - loss: 836.6165 - mean_squared_error: 836.6165 - val_loss: 27.4444 - val_mean_squared_error: 27.4444 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 812.5100 - mean_squared_error: 812.5100 - val_loss: 46.7343 - val_mean_squared_error: 46.7343 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 810.3515 - mean_squared_error: 810.3515 - val_loss: 69.1915 - val_mean_squared_error: 69.1915 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 840.6940 - mean_squared_error: 840.6940 - val_loss: 44.6898 - val_mean_squared_error: 44.6898 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 860.6984 - mean_squared_error: 860.6984 - val_loss: 42.3389 - val_mean_squared_error: 42.3389 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 816.1852 - mean_squared_error: 816.1852 - val_loss: 59.0867 - val_mean_squared_error: 59.0867 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 792.3626 - mean_squared_error: 792.3626 - val_loss: 294.5958 - val_mean_squared_error: 294.5958
2022-12-10 13:45:59.945430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:00.091883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:00.318375: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:00.556416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 13:46:02.983812: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:03.494582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:03.848880: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:04.276621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:04.952556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:05.532090: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:06.108332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4803.4419 - mean_squared_error: 4803.4419
2022-12-10 13:46:17.537491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:17.719045: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:17.975998: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:46:18.173207: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 18s 166ms/step - loss: 4803.4419 - mean_squared_error: 4803.4419 - val_loss: 316.7119 - val_mean_squared_error: 316.7119 Epoch 2/30 81/81 [==============================] - 4s 49ms/step - loss: 2263.7056 - mean_squared_error: 2263.7056 - val_loss: 600.6087 - val_mean_squared_error: 600.6086 Epoch 3/30 81/81 [==============================] - 4s 48ms/step - loss: 949.4785 - mean_squared_error: 949.4785 - val_loss: 518.8768 - val_mean_squared_error: 518.8768 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 564.8752 - mean_squared_error: 564.8752 - val_loss: 246.9265 - val_mean_squared_error: 246.9265 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 379.1429 - mean_squared_error: 379.1429 - val_loss: 173.2445 - val_mean_squared_error: 173.2445 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 365.2767 - mean_squared_error: 365.2767 - val_loss: 233.7075 - val_mean_squared_error: 233.7075 Epoch 7/30 81/81 [==============================] - 4s 44ms/step - loss: 336.5360 - mean_squared_error: 336.5360 - val_loss: 337.0851 - val_mean_squared_error: 337.0851 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 228.9440 - mean_squared_error: 228.9440 - val_loss: 44.3615 - val_mean_squared_error: 44.3615 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 107.9032 - mean_squared_error: 107.9032 - val_loss: 128.9316 - val_mean_squared_error: 128.9316 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 73.4889 - mean_squared_error: 73.4889 - val_loss: 91.6065 - val_mean_squared_error: 91.6065 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 63.5293 - mean_squared_error: 63.5293 - val_loss: 62.1550 - val_mean_squared_error: 62.1550 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 64.9728 - mean_squared_error: 64.9728 - val_loss: 108.7693 - val_mean_squared_error: 108.7693 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 59.5294 - mean_squared_error: 59.5294 - val_loss: 43.2089 - val_mean_squared_error: 43.2089 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 51.4123 - mean_squared_error: 51.4123 - val_loss: 70.6093 - val_mean_squared_error: 70.6093 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 58.4816 - mean_squared_error: 58.4816 - val_loss: 135.6664 - val_mean_squared_error: 135.6664 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 51.0851 - mean_squared_error: 51.0851 - val_loss: 30.5775 - val_mean_squared_error: 30.5775 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 57.6692 - mean_squared_error: 57.6692 - val_loss: 48.3246 - val_mean_squared_error: 48.3246 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 42.3502 - mean_squared_error: 42.3502 - val_loss: 55.0174 - val_mean_squared_error: 55.0174 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 54.5044 - mean_squared_error: 54.5044 - val_loss: 81.3083 - val_mean_squared_error: 81.3083 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 47.5034 - mean_squared_error: 47.5034 - val_loss: 61.5123 - val_mean_squared_error: 61.5123 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 44.2812 - mean_squared_error: 44.2812 - val_loss: 64.5628 - val_mean_squared_error: 64.5628 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 50.3209 - mean_squared_error: 50.3209 - val_loss: 52.6050 - val_mean_squared_error: 52.6050 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 39.7787 - mean_squared_error: 39.7787 - val_loss: 55.6182 - val_mean_squared_error: 55.6182 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 44.5509 - mean_squared_error: 44.5509 - val_loss: 70.4785 - val_mean_squared_error: 70.4785 Epoch 25/30 81/81 [==============================] - 4s 43ms/step - loss: 48.1707 - mean_squared_error: 48.1707 - val_loss: 65.7653 - val_mean_squared_error: 65.7653 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 46.8092 - mean_squared_error: 46.8092 - val_loss: 80.3478 - val_mean_squared_error: 80.3478 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 46.4345 - mean_squared_error: 46.4345 - val_loss: 69.0032 - val_mean_squared_error: 69.0032 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 41.2422 - mean_squared_error: 41.2422 - val_loss: 39.3346 - val_mean_squared_error: 39.3346 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 38.2385 - mean_squared_error: 38.2385 - val_loss: 46.5352 - val_mean_squared_error: 46.5352 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 245.4043 - mean_squared_error: 245.4043 - val_loss: 701.6545 - val_mean_squared_error: 701.6545
2022-12-10 13:48:06.284358: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:06.454987: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:06.724613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:07.033510: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 13:48:10.420941: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:11.002549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:11.340533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:11.691654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:12.391949: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:13.070719: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:13.932006: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4904.9878 - mean_squared_error: 4904.9878
2022-12-10 13:48:27.300249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:27.477078: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:27.708237: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:48:28.031101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 20s 191ms/step - loss: 4904.9878 - mean_squared_error: 4904.9878 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 60ms/step - loss: 2944.6484 - mean_squared_error: 2944.6484 - val_loss: 283.0760 - val_mean_squared_error: 283.0760 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1155.2610 - mean_squared_error: 1155.2610 - val_loss: 1158.0377 - val_mean_squared_error: 1158.0377 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 200.8497 - mean_squared_error: 200.8497 - val_loss: 39.8369 - val_mean_squared_error: 39.8369 Epoch 5/30 81/81 [==============================] - 5s 57ms/step - loss: 119.2294 - mean_squared_error: 119.2294 - val_loss: 47.1636 - val_mean_squared_error: 47.1636 Epoch 6/30 81/81 [==============================] - 4s 55ms/step - loss: 104.0618 - mean_squared_error: 104.0618 - val_loss: 145.9839 - val_mean_squared_error: 145.9839 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 98.1840 - mean_squared_error: 98.1840 - val_loss: 447.9419 - val_mean_squared_error: 447.9419 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 77.0322 - mean_squared_error: 77.0322 - val_loss: 189.9072 - val_mean_squared_error: 189.9072 Epoch 9/30 81/81 [==============================] - 4s 53ms/step - loss: 73.3339 - mean_squared_error: 73.3339 - val_loss: 110.4415 - val_mean_squared_error: 110.4415 Epoch 10/30 81/81 [==============================] - 4s 52ms/step - loss: 69.2496 - mean_squared_error: 69.2496 - val_loss: 96.0582 - val_mean_squared_error: 96.0582 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 64.3659 - mean_squared_error: 64.3659 - val_loss: 14.6364 - val_mean_squared_error: 14.6364 Epoch 12/30 81/81 [==============================] - 4s 53ms/step - loss: 69.5108 - mean_squared_error: 69.5108 - val_loss: 18.6921 - val_mean_squared_error: 18.6921 Epoch 13/30 81/81 [==============================] - 4s 53ms/step - loss: 61.8208 - mean_squared_error: 61.8208 - val_loss: 66.1627 - val_mean_squared_error: 66.1627 Epoch 14/30 81/81 [==============================] - 4s 53ms/step - loss: 59.2424 - mean_squared_error: 59.2424 - val_loss: 15.6515 - val_mean_squared_error: 15.6515 Epoch 15/30 81/81 [==============================] - 4s 52ms/step - loss: 53.8423 - mean_squared_error: 53.8423 - val_loss: 19.0900 - val_mean_squared_error: 19.0900 Epoch 16/30 81/81 [==============================] - 4s 51ms/step - loss: 53.8938 - mean_squared_error: 53.8938 - val_loss: 54.7727 - val_mean_squared_error: 54.7727 Epoch 17/30 81/81 [==============================] - 4s 52ms/step - loss: 54.4182 - mean_squared_error: 54.4182 - val_loss: 20.3377 - val_mean_squared_error: 20.3377 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 48.0235 - mean_squared_error: 48.0235 - val_loss: 19.3944 - val_mean_squared_error: 19.3944 Epoch 19/30 81/81 [==============================] - 4s 52ms/step - loss: 56.7352 - mean_squared_error: 56.7352 - val_loss: 53.4053 - val_mean_squared_error: 53.4053 Epoch 20/30 81/81 [==============================] - 4s 53ms/step - loss: 55.0114 - mean_squared_error: 55.0114 - val_loss: 75.0505 - val_mean_squared_error: 75.0505 Epoch 21/30 81/81 [==============================] - 4s 52ms/step - loss: 51.6875 - mean_squared_error: 51.6875 - val_loss: 28.7095 - val_mean_squared_error: 28.7095 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 55.7973 - mean_squared_error: 55.7973 - val_loss: 32.7263 - val_mean_squared_error: 32.7263 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 44.4106 - mean_squared_error: 44.4106 - val_loss: 48.8520 - val_mean_squared_error: 48.8520 Epoch 24/30 81/81 [==============================] - 4s 52ms/step - loss: 42.7225 - mean_squared_error: 42.7225 - val_loss: 29.9179 - val_mean_squared_error: 29.9179 Epoch 25/30 81/81 [==============================] - 4s 52ms/step - loss: 48.6316 - mean_squared_error: 48.6316 - val_loss: 26.8195 - val_mean_squared_error: 26.8195 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 46.1386 - mean_squared_error: 46.1386 - val_loss: 48.9370 - val_mean_squared_error: 48.9369 Epoch 27/30 81/81 [==============================] - 4s 51ms/step - loss: 54.4100 - mean_squared_error: 54.4100 - val_loss: 115.0557 - val_mean_squared_error: 115.0557 Epoch 28/30 81/81 [==============================] - 4s 51ms/step - loss: 46.5008 - mean_squared_error: 46.5008 - val_loss: 24.0803 - val_mean_squared_error: 24.0803 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 41.3579 - mean_squared_error: 41.3579 - val_loss: 19.5244 - val_mean_squared_error: 19.5244 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 53.9823 - mean_squared_error: 53.9823 - val_loss: 25.6211 - val_mean_squared_error: 25.6211
2022-12-10 13:50:32.868685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:33.037772: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:33.357142: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:33.682559: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 13:50:37.056479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:37.567562: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:37.888348: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:38.211694: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:39.140371: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:39.966891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:40.732239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4800.0449 - mean_squared_error: 4800.0449
2022-12-10 13:50:54.433269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:54.624575: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:54.929450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:50:55.272211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 21s 198ms/step - loss: 4800.0449 - mean_squared_error: 4800.0449 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 57ms/step - loss: 2710.9866 - mean_squared_error: 2710.9866 - val_loss: 23.2767 - val_mean_squared_error: 23.2767 Epoch 3/30 81/81 [==============================] - 4s 52ms/step - loss: 1710.1761 - mean_squared_error: 1710.1761 - val_loss: 86.2458 - val_mean_squared_error: 86.2458 Epoch 4/30 81/81 [==============================] - 4s 49ms/step - loss: 1665.1704 - mean_squared_error: 1665.1704 - val_loss: 177.6017 - val_mean_squared_error: 177.6017 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 1638.4087 - mean_squared_error: 1638.4087 - val_loss: 227.9987 - val_mean_squared_error: 227.9987 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 1553.4392 - mean_squared_error: 1553.4392 - val_loss: 1017.6021 - val_mean_squared_error: 1017.6021 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 1127.7836 - mean_squared_error: 1127.7836 - val_loss: 1510.6759 - val_mean_squared_error: 1510.6759 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 1033.3153 - mean_squared_error: 1033.3153 - val_loss: 433.7724 - val_mean_squared_error: 433.7724 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 945.8968 - mean_squared_error: 945.8968 - val_loss: 200.1778 - val_mean_squared_error: 200.1778 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 892.4024 - mean_squared_error: 892.4024 - val_loss: 305.1357 - val_mean_squared_error: 305.1357 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 883.8754 - mean_squared_error: 883.8754 - val_loss: 149.6442 - val_mean_squared_error: 149.6442 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 796.0106 - mean_squared_error: 796.0106 - val_loss: 66.3399 - val_mean_squared_error: 66.3399 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 838.1819 - mean_squared_error: 838.1819 - val_loss: 1908.3910 - val_mean_squared_error: 1908.3910 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 622.3147 - mean_squared_error: 622.3147 - val_loss: 44.2106 - val_mean_squared_error: 44.2106 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 457.1053 - mean_squared_error: 457.1053 - val_loss: 124.0979 - val_mean_squared_error: 124.0979 Epoch 16/30 81/81 [==============================] - 4s 49ms/step - loss: 369.7415 - mean_squared_error: 369.7415 - val_loss: 58.1788 - val_mean_squared_error: 58.1788 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 379.0191 - mean_squared_error: 379.0191 - val_loss: 104.2931 - val_mean_squared_error: 104.2931 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 341.9160 - mean_squared_error: 341.9160 - val_loss: 248.5656 - val_mean_squared_error: 248.5655 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 320.2995 - mean_squared_error: 320.2995 - val_loss: 61.4457 - val_mean_squared_error: 61.4457 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 309.3090 - mean_squared_error: 309.3090 - val_loss: 65.1576 - val_mean_squared_error: 65.1576 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 315.8998 - mean_squared_error: 315.8998 - val_loss: 211.8266 - val_mean_squared_error: 211.8266 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 334.1961 - mean_squared_error: 334.1961 - val_loss: 79.8155 - val_mean_squared_error: 79.8155 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 282.6918 - mean_squared_error: 282.6918 - val_loss: 46.8922 - val_mean_squared_error: 46.8922 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 296.4571 - mean_squared_error: 296.4571 - val_loss: 58.9195 - val_mean_squared_error: 58.9195 Epoch 25/30 81/81 [==============================] - 4s 52ms/step - loss: 264.3391 - mean_squared_error: 264.3391 - val_loss: 116.5361 - val_mean_squared_error: 116.5361 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 273.1553 - mean_squared_error: 273.1553 - val_loss: 162.3338 - val_mean_squared_error: 162.3338 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 275.4222 - mean_squared_error: 275.4222 - val_loss: 71.9858 - val_mean_squared_error: 71.9858 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 281.6304 - mean_squared_error: 281.6304 - val_loss: 227.4920 - val_mean_squared_error: 227.4920 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 276.8711 - mean_squared_error: 276.8711 - val_loss: 347.6481 - val_mean_squared_error: 347.6481 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 259.0185 - mean_squared_error: 259.0185 - val_loss: 154.1412 - val_mean_squared_error: 154.1412
2022-12-10 13:52:48.742889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:48.923244: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:49.215735: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:49.545343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/30
2022-12-10 13:52:52.931542: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:53.495132: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:53.987139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:54.489259: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:55.592403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:56.559135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:52:57.507099: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4517.7988 - mean_squared_error: 4517.7988
2022-12-10 13:53:11.448053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:53:11.593922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:53:11.906472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:53:12.214794: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 22s 200ms/step - loss: 4517.7988 - mean_squared_error: 4517.7988 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 52ms/step - loss: 1953.0552 - mean_squared_error: 1953.0552 - val_loss: 28.1985 - val_mean_squared_error: 28.1985 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1065.3268 - mean_squared_error: 1065.3268 - val_loss: 252.0072 - val_mean_squared_error: 252.0072 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 862.5518 - mean_squared_error: 862.5518 - val_loss: 3318.3994 - val_mean_squared_error: 3318.3994 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 253.3236 - mean_squared_error: 253.3236 - val_loss: 4655.3306 - val_mean_squared_error: 4655.3306 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 124.0075 - mean_squared_error: 124.0075 - val_loss: 941.1960 - val_mean_squared_error: 941.1960 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 95.5663 - mean_squared_error: 95.5663 - val_loss: 193.6174 - val_mean_squared_error: 193.6174 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 78.5829 - mean_squared_error: 78.5829 - val_loss: 108.5694 - val_mean_squared_error: 108.5694 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 72.3368 - mean_squared_error: 72.3368 - val_loss: 388.3230 - val_mean_squared_error: 388.3230 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 67.2133 - mean_squared_error: 67.2133 - val_loss: 305.6920 - val_mean_squared_error: 305.6920 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 61.9502 - mean_squared_error: 61.9502 - val_loss: 343.6378 - val_mean_squared_error: 343.6378 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 55.2830 - mean_squared_error: 55.2830 - val_loss: 238.0966 - val_mean_squared_error: 238.0966 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 59.6377 - mean_squared_error: 59.6377 - val_loss: 799.4507 - val_mean_squared_error: 799.4507 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 54.6697 - mean_squared_error: 54.6697 - val_loss: 111.4925 - val_mean_squared_error: 111.4925 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 48.3448 - mean_squared_error: 48.3448 - val_loss: 382.2600 - val_mean_squared_error: 382.2600 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 49.7919 - mean_squared_error: 49.7919 - val_loss: 261.9257 - val_mean_squared_error: 261.9257 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 46.7753 - mean_squared_error: 46.7753 - val_loss: 103.6397 - val_mean_squared_error: 103.6397 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 45.0173 - mean_squared_error: 45.0173 - val_loss: 50.6670 - val_mean_squared_error: 50.6670 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 44.4925 - mean_squared_error: 44.4925 - val_loss: 59.9584 - val_mean_squared_error: 59.9584 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 47.1802 - mean_squared_error: 47.1802 - val_loss: 258.2030 - val_mean_squared_error: 258.2030 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 50.5619 - mean_squared_error: 50.5619 - val_loss: 140.5913 - val_mean_squared_error: 140.5913 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 44.3596 - mean_squared_error: 44.3596 - val_loss: 62.4546 - val_mean_squared_error: 62.4546 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 42.0070 - mean_squared_error: 42.0070 - val_loss: 103.3636 - val_mean_squared_error: 103.3636 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 48.3346 - mean_squared_error: 48.3346 - val_loss: 58.5165 - val_mean_squared_error: 58.5165 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 40.4677 - mean_squared_error: 40.4677 - val_loss: 17.2083 - val_mean_squared_error: 17.2083 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 42.7962 - mean_squared_error: 42.7962 - val_loss: 25.6004 - val_mean_squared_error: 25.6004 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 42.9247 - mean_squared_error: 42.9247 - val_loss: 199.9838 - val_mean_squared_error: 199.9838 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 42.7293 - mean_squared_error: 42.7293 - val_loss: 68.3740 - val_mean_squared_error: 68.3740 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 38.6124 - mean_squared_error: 38.6124 - val_loss: 55.4056 - val_mean_squared_error: 55.4056 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 45.4991 - mean_squared_error: 45.4991 - val_loss: 82.9394 - val_mean_squared_error: 82.9394
2022-12-10 13:55:04.702092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:04.868050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:05.166806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:05.495142: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 2 best_solution : [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1 1 0 1 0 1 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1 1 0 1 1 0 0 1] Selected indices : [ 0 1 2 3 4 6 8 9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 41 42 43 44 46 47 51 52 53 54 55 56 58 61 62 65 66 67 69 72 73 74 76 77 80] Number of selected elements : 48 Best solution fitness : 0.021197263014150366 Generation: 5 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/30
2022-12-10 13:55:09.418527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:09.969146: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:10.472076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:10.837433: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:11.836272: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:12.700506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:13.533341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4746.0889 - mean_squared_error: 4746.0889
2022-12-10 13:55:27.906473: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:28.060265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:28.343498: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:55:28.576333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 22s 204ms/step - loss: 4746.0889 - mean_squared_error: 4746.0889 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 60ms/step - loss: 2473.2690 - mean_squared_error: 2473.2690 - val_loss: 164.9656 - val_mean_squared_error: 164.9656 Epoch 3/30 81/81 [==============================] - 5s 56ms/step - loss: 1746.3165 - mean_squared_error: 1746.3165 - val_loss: 531.9085 - val_mean_squared_error: 531.9085 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 875.3925 - mean_squared_error: 875.3925 - val_loss: 151.7492 - val_mean_squared_error: 151.7492 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 673.0203 - mean_squared_error: 673.0203 - val_loss: 467.9157 - val_mean_squared_error: 467.9157 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 487.7839 - mean_squared_error: 487.7839 - val_loss: 59.4218 - val_mean_squared_error: 59.4218 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 504.7351 - mean_squared_error: 504.7351 - val_loss: 231.6828 - val_mean_squared_error: 231.6828 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 465.3902 - mean_squared_error: 465.3902 - val_loss: 69.3630 - val_mean_squared_error: 69.3630 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 476.0011 - mean_squared_error: 476.0011 - val_loss: 19.0526 - val_mean_squared_error: 19.0526 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 467.4584 - mean_squared_error: 467.4584 - val_loss: 86.1343 - val_mean_squared_error: 86.1343 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 445.4738 - mean_squared_error: 445.4738 - val_loss: 52.2324 - val_mean_squared_error: 52.2324 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 443.4307 - mean_squared_error: 443.4307 - val_loss: 221.6834 - val_mean_squared_error: 221.6834 Epoch 13/30 81/81 [==============================] - 4s 50ms/step - loss: 458.8192 - mean_squared_error: 458.8192 - val_loss: 34.6366 - val_mean_squared_error: 34.6366 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 482.5223 - mean_squared_error: 482.5223 - val_loss: 40.4145 - val_mean_squared_error: 40.4145 Epoch 15/30 81/81 [==============================] - 4s 50ms/step - loss: 499.6369 - mean_squared_error: 499.6369 - val_loss: 59.5125 - val_mean_squared_error: 59.5125 Epoch 16/30 81/81 [==============================] - 4s 49ms/step - loss: 412.8083 - mean_squared_error: 412.8083 - val_loss: 125.7652 - val_mean_squared_error: 125.7652 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 450.7817 - mean_squared_error: 450.7817 - val_loss: 141.9759 - val_mean_squared_error: 141.9759 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 440.7058 - mean_squared_error: 440.7058 - val_loss: 101.5771 - val_mean_squared_error: 101.5771 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 456.9098 - mean_squared_error: 456.9098 - val_loss: 129.0941 - val_mean_squared_error: 129.0941 Epoch 20/30 81/81 [==============================] - 4s 53ms/step - loss: 453.1553 - mean_squared_error: 453.1553 - val_loss: 35.5163 - val_mean_squared_error: 35.5163 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 422.7088 - mean_squared_error: 422.7088 - val_loss: 152.7236 - val_mean_squared_error: 152.7236 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 466.0972 - mean_squared_error: 466.0972 - val_loss: 222.9030 - val_mean_squared_error: 222.9030 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 416.2811 - mean_squared_error: 416.2811 - val_loss: 65.0895 - val_mean_squared_error: 65.0895 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 449.5781 - mean_squared_error: 449.5781 - val_loss: 143.9823 - val_mean_squared_error: 143.9823 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 426.4765 - mean_squared_error: 426.4765 - val_loss: 98.6880 - val_mean_squared_error: 98.6880 Epoch 26/30 81/81 [==============================] - 4s 49ms/step - loss: 445.1708 - mean_squared_error: 445.1708 - val_loss: 167.0700 - val_mean_squared_error: 167.0700 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 458.7506 - mean_squared_error: 458.7506 - val_loss: 100.7693 - val_mean_squared_error: 100.7693 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 425.5112 - mean_squared_error: 425.5112 - val_loss: 170.8824 - val_mean_squared_error: 170.8824 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 446.6387 - mean_squared_error: 446.6387 - val_loss: 113.2047 - val_mean_squared_error: 113.2047 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 415.8551 - mean_squared_error: 415.8551 - val_loss: 49.4835 - val_mean_squared_error: 49.4835
2022-12-10 13:57:29.497037: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:29.655705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:29.964054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:30.297506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 13:57:32.976464: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:33.542543: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:34.029011: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:34.525300: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:35.377561: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:36.218055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:37.002572: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4793.6025 - mean_squared_error: 4793.6025
2022-12-10 13:57:51.751855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:51.926099: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:52.229942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:57:52.533082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 22s 214ms/step - loss: 4793.6025 - mean_squared_error: 4793.6025 - val_loss: 3013.7146 - val_mean_squared_error: 3013.7146 Epoch 2/30 81/81 [==============================] - 4s 51ms/step - loss: 2005.3275 - mean_squared_error: 2005.3275 - val_loss: 188.4691 - val_mean_squared_error: 188.4691 Epoch 3/30 81/81 [==============================] - 4s 50ms/step - loss: 1212.8816 - mean_squared_error: 1212.8816 - val_loss: 372.2895 - val_mean_squared_error: 372.2895 Epoch 4/30 81/81 [==============================] - 4s 47ms/step - loss: 841.8762 - mean_squared_error: 841.8762 - val_loss: 56.8703 - val_mean_squared_error: 56.8703 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 530.1790 - mean_squared_error: 530.1790 - val_loss: 121.6680 - val_mean_squared_error: 121.6680 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 226.1952 - mean_squared_error: 226.1952 - val_loss: 341.2931 - val_mean_squared_error: 341.2931 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 88.8875 - mean_squared_error: 88.8875 - val_loss: 179.2756 - val_mean_squared_error: 179.2756 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 82.9047 - mean_squared_error: 82.9047 - val_loss: 128.0342 - val_mean_squared_error: 128.0341 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 78.5747 - mean_squared_error: 78.5747 - val_loss: 50.2677 - val_mean_squared_error: 50.2677 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 76.2842 - mean_squared_error: 76.2842 - val_loss: 55.7179 - val_mean_squared_error: 55.7179 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 70.5101 - mean_squared_error: 70.5101 - val_loss: 50.8342 - val_mean_squared_error: 50.8342 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 70.4951 - mean_squared_error: 70.4951 - val_loss: 38.1976 - val_mean_squared_error: 38.1976 Epoch 13/30 81/81 [==============================] - 4s 43ms/step - loss: 68.0025 - mean_squared_error: 68.0025 - val_loss: 68.3093 - val_mean_squared_error: 68.3093 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 64.5593 - mean_squared_error: 64.5593 - val_loss: 40.0910 - val_mean_squared_error: 40.0910 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 62.9523 - mean_squared_error: 62.9523 - val_loss: 29.5577 - val_mean_squared_error: 29.5577 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 62.3920 - mean_squared_error: 62.3920 - val_loss: 29.3799 - val_mean_squared_error: 29.3799 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 60.5064 - mean_squared_error: 60.5064 - val_loss: 49.5436 - val_mean_squared_error: 49.5436 Epoch 18/30 81/81 [==============================] - 4s 43ms/step - loss: 56.2188 - mean_squared_error: 56.2188 - val_loss: 33.7322 - val_mean_squared_error: 33.7322 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 55.1494 - mean_squared_error: 55.1494 - val_loss: 37.4934 - val_mean_squared_error: 37.4934 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 55.3229 - mean_squared_error: 55.3229 - val_loss: 49.9650 - val_mean_squared_error: 49.9650 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 55.7040 - mean_squared_error: 55.7040 - val_loss: 77.8111 - val_mean_squared_error: 77.8111 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 48.9531 - mean_squared_error: 48.9531 - val_loss: 43.6243 - val_mean_squared_error: 43.6243 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 52.3210 - mean_squared_error: 52.3210 - val_loss: 31.6369 - val_mean_squared_error: 31.6369 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 51.1945 - mean_squared_error: 51.1945 - val_loss: 43.7766 - val_mean_squared_error: 43.7766 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 46.4408 - mean_squared_error: 46.4408 - val_loss: 55.4978 - val_mean_squared_error: 55.4978 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 41.8277 - mean_squared_error: 41.8277 - val_loss: 40.6141 - val_mean_squared_error: 40.6141 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 49.7955 - mean_squared_error: 49.7955 - val_loss: 38.4756 - val_mean_squared_error: 38.4756 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 43.6938 - mean_squared_error: 43.6938 - val_loss: 26.6079 - val_mean_squared_error: 26.6078 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 44.5352 - mean_squared_error: 44.5352 - val_loss: 111.1965 - val_mean_squared_error: 111.1965 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 48.6354 - mean_squared_error: 48.6354 - val_loss: 27.7320 - val_mean_squared_error: 27.7320
2022-12-10 13:59:40.913903: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:41.091997: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:41.412678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:41.783475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 13:59:44.541389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:45.074708: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:45.537718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:46.070827: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:47.143912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:48.031536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 13:59:48.930308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4889.8521 - mean_squared_error: 4889.8521
2022-12-10 14:00:04.860053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:00:05.040649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:00:05.371764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:00:05.711903: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 230ms/step - loss: 4889.8521 - mean_squared_error: 4889.8521 - val_loss: 1432.6816 - val_mean_squared_error: 1432.6816 Epoch 2/30 81/81 [==============================] - 5s 60ms/step - loss: 2704.8164 - mean_squared_error: 2704.8164 - val_loss: 49.5221 - val_mean_squared_error: 49.5221 Epoch 3/30 81/81 [==============================] - 5s 57ms/step - loss: 1551.3754 - mean_squared_error: 1551.3754 - val_loss: 321.8506 - val_mean_squared_error: 321.8506 Epoch 4/30 81/81 [==============================] - 4s 55ms/step - loss: 1112.3809 - mean_squared_error: 1112.3809 - val_loss: 963.1949 - val_mean_squared_error: 963.1949 Epoch 5/30 81/81 [==============================] - 4s 52ms/step - loss: 1072.5178 - mean_squared_error: 1072.5178 - val_loss: 884.3723 - val_mean_squared_error: 884.3723 Epoch 6/30 81/81 [==============================] - 5s 58ms/step - loss: 935.9052 - mean_squared_error: 935.9052 - val_loss: 331.5030 - val_mean_squared_error: 331.5030 Epoch 7/30 81/81 [==============================] - 5s 56ms/step - loss: 763.6494 - mean_squared_error: 763.6494 - val_loss: 238.3951 - val_mean_squared_error: 238.3951 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 723.9794 - mean_squared_error: 723.9794 - val_loss: 112.1947 - val_mean_squared_error: 112.1947 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 694.0652 - mean_squared_error: 694.0652 - val_loss: 52.4912 - val_mean_squared_error: 52.4912 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 658.3582 - mean_squared_error: 658.3582 - val_loss: 36.5989 - val_mean_squared_error: 36.5989 Epoch 11/30 81/81 [==============================] - 4s 53ms/step - loss: 634.5424 - mean_squared_error: 634.5424 - val_loss: 68.1506 - val_mean_squared_error: 68.1506 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 654.6420 - mean_squared_error: 654.6420 - val_loss: 13.6948 - val_mean_squared_error: 13.6948 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 645.2293 - mean_squared_error: 645.2293 - val_loss: 27.4018 - val_mean_squared_error: 27.4018 Epoch 14/30 81/81 [==============================] - 4s 51ms/step - loss: 612.0614 - mean_squared_error: 612.0614 - val_loss: 65.5477 - val_mean_squared_error: 65.5477 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 667.7741 - mean_squared_error: 667.7741 - val_loss: 76.1097 - val_mean_squared_error: 76.1097 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 634.9048 - mean_squared_error: 634.9048 - val_loss: 40.7155 - val_mean_squared_error: 40.7155 Epoch 17/30 81/81 [==============================] - 4s 52ms/step - loss: 659.2667 - mean_squared_error: 659.2667 - val_loss: 21.5689 - val_mean_squared_error: 21.5689 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 649.9264 - mean_squared_error: 649.9264 - val_loss: 117.1312 - val_mean_squared_error: 117.1312 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 654.2527 - mean_squared_error: 654.2527 - val_loss: 49.8047 - val_mean_squared_error: 49.8047 Epoch 20/30 81/81 [==============================] - 4s 50ms/step - loss: 602.0085 - mean_squared_error: 602.0085 - val_loss: 74.2894 - val_mean_squared_error: 74.2894 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 622.2353 - mean_squared_error: 622.2353 - val_loss: 23.6921 - val_mean_squared_error: 23.6921 Epoch 22/30 81/81 [==============================] - 5s 57ms/step - loss: 595.9708 - mean_squared_error: 595.9708 - val_loss: 180.8862 - val_mean_squared_error: 180.8862 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 672.6561 - mean_squared_error: 672.6561 - val_loss: 18.4117 - val_mean_squared_error: 18.4117 Epoch 24/30 81/81 [==============================] - 4s 50ms/step - loss: 642.2774 - mean_squared_error: 642.2774 - val_loss: 55.4423 - val_mean_squared_error: 55.4423 Epoch 25/30 81/81 [==============================] - 4s 51ms/step - loss: 653.2971 - mean_squared_error: 653.2971 - val_loss: 62.1811 - val_mean_squared_error: 62.1811 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 623.3389 - mean_squared_error: 623.3389 - val_loss: 18.8756 - val_mean_squared_error: 18.8756 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 657.2673 - mean_squared_error: 657.2673 - val_loss: 140.8758 - val_mean_squared_error: 140.8758 Epoch 28/30 81/81 [==============================] - 4s 51ms/step - loss: 642.3364 - mean_squared_error: 642.3364 - val_loss: 21.8499 - val_mean_squared_error: 21.8499 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 595.2246 - mean_squared_error: 595.2246 - val_loss: 35.5850 - val_mean_squared_error: 35.5850 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 590.0130 - mean_squared_error: 590.0130 - val_loss: 80.8537 - val_mean_squared_error: 80.8537
2022-12-10 14:02:11.381111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:11.559875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:11.883110: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:12.230517: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:02:15.188133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:15.749143: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:16.239728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:16.780570: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:17.891154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:18.786261: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:19.683946: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4768.6265 - mean_squared_error: 4768.6265
2022-12-10 14:02:35.587406: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:35.754495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:36.076550: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:02:36.417383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 227ms/step - loss: 4768.6265 - mean_squared_error: 4768.6265 - val_loss: 1518.2692 - val_mean_squared_error: 1518.2692 Epoch 2/30 81/81 [==============================] - 5s 56ms/step - loss: 1982.2150 - mean_squared_error: 1982.2150 - val_loss: 120.9519 - val_mean_squared_error: 120.9519 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1274.3397 - mean_squared_error: 1274.3397 - val_loss: 1533.5856 - val_mean_squared_error: 1533.5856 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 644.1752 - mean_squared_error: 644.1752 - val_loss: 486.4539 - val_mean_squared_error: 486.4539 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 479.8578 - mean_squared_error: 479.8578 - val_loss: 176.3013 - val_mean_squared_error: 176.3013 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 455.8571 - mean_squared_error: 455.8571 - val_loss: 58.5767 - val_mean_squared_error: 58.5767 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 441.3591 - mean_squared_error: 441.3591 - val_loss: 32.9224 - val_mean_squared_error: 32.9224 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 432.9240 - mean_squared_error: 432.9240 - val_loss: 28.9839 - val_mean_squared_error: 28.9839 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 420.2404 - mean_squared_error: 420.2404 - val_loss: 39.9595 - val_mean_squared_error: 39.9595 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 345.5752 - mean_squared_error: 345.5752 - val_loss: 44.4678 - val_mean_squared_error: 44.4678 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 381.4657 - mean_squared_error: 381.4657 - val_loss: 21.8969 - val_mean_squared_error: 21.8969 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 294.6326 - mean_squared_error: 294.6326 - val_loss: 32.5895 - val_mean_squared_error: 32.5895 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 319.9002 - mean_squared_error: 319.9002 - val_loss: 51.0397 - val_mean_squared_error: 51.0397 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 257.5633 - mean_squared_error: 257.5633 - val_loss: 56.1690 - val_mean_squared_error: 56.1690 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 260.8109 - mean_squared_error: 260.8109 - val_loss: 15.5341 - val_mean_squared_error: 15.5341 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 242.5595 - mean_squared_error: 242.5595 - val_loss: 15.4311 - val_mean_squared_error: 15.4311 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 246.1245 - mean_squared_error: 246.1245 - val_loss: 27.2535 - val_mean_squared_error: 27.2535 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 224.0869 - mean_squared_error: 224.0869 - val_loss: 95.2123 - val_mean_squared_error: 95.2123 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 196.6102 - mean_squared_error: 196.6102 - val_loss: 17.8514 - val_mean_squared_error: 17.8514 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 187.5149 - mean_squared_error: 187.5149 - val_loss: 19.4374 - val_mean_squared_error: 19.4374 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 172.8035 - mean_squared_error: 172.8035 - val_loss: 18.2394 - val_mean_squared_error: 18.2394 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 176.2939 - mean_squared_error: 176.2939 - val_loss: 69.8862 - val_mean_squared_error: 69.8862 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 182.4434 - mean_squared_error: 182.4434 - val_loss: 45.2979 - val_mean_squared_error: 45.2979 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 160.8157 - mean_squared_error: 160.8157 - val_loss: 19.7119 - val_mean_squared_error: 19.7119 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 139.2245 - mean_squared_error: 139.2245 - val_loss: 71.7183 - val_mean_squared_error: 71.7183 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 119.3981 - mean_squared_error: 119.3981 - val_loss: 135.2508 - val_mean_squared_error: 135.2508 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 140.6607 - mean_squared_error: 140.6607 - val_loss: 22.2513 - val_mean_squared_error: 22.2513 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 119.9781 - mean_squared_error: 119.9781 - val_loss: 73.2187 - val_mean_squared_error: 73.2187 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 121.8957 - mean_squared_error: 121.8957 - val_loss: 110.4374 - val_mean_squared_error: 110.4374 Epoch 30/30 81/81 [==============================] - 4s 48ms/step - loss: 104.9846 - mean_squared_error: 104.9846 - val_loss: 218.9417 - val_mean_squared_error: 218.9417
2022-12-10 14:04:32.187700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:32.335222: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:32.659736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:33.036154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/30
2022-12-10 14:04:35.951451: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:36.577883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:37.088442: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:37.609611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:38.749064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:39.654144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:40.551341: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4676.8750 - mean_squared_error: 4676.8750
2022-12-10 14:04:56.409891: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:56.566413: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:56.926427: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:04:57.285548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 228ms/step - loss: 4676.8750 - mean_squared_error: 4676.8750 - val_loss: 652.2139 - val_mean_squared_error: 652.2139 Epoch 2/30 81/81 [==============================] - 4s 54ms/step - loss: 2048.5913 - mean_squared_error: 2048.5913 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1012.0308 - mean_squared_error: 1012.0308 - val_loss: 3086.1355 - val_mean_squared_error: 3086.1355 Epoch 4/30 81/81 [==============================] - 4s 49ms/step - loss: 638.9683 - mean_squared_error: 638.9683 - val_loss: 1351.4382 - val_mean_squared_error: 1351.4382 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 363.1145 - mean_squared_error: 363.1145 - val_loss: 3520.3311 - val_mean_squared_error: 3520.3308 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 111.8101 - mean_squared_error: 111.8101 - val_loss: 2029.4486 - val_mean_squared_error: 2029.4486 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 85.9958 - mean_squared_error: 85.9958 - val_loss: 141.7158 - val_mean_squared_error: 141.7158 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 73.0246 - mean_squared_error: 73.0246 - val_loss: 36.3240 - val_mean_squared_error: 36.3240 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 66.0114 - mean_squared_error: 66.0114 - val_loss: 17.3303 - val_mean_squared_error: 17.3303 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 65.1345 - mean_squared_error: 65.1345 - val_loss: 16.1003 - val_mean_squared_error: 16.1003 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 56.8892 - mean_squared_error: 56.8892 - val_loss: 17.4919 - val_mean_squared_error: 17.4919 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 54.9318 - mean_squared_error: 54.9318 - val_loss: 33.1382 - val_mean_squared_error: 33.1382 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 51.9520 - mean_squared_error: 51.9520 - val_loss: 26.6781 - val_mean_squared_error: 26.6781 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 51.9619 - mean_squared_error: 51.9619 - val_loss: 18.8691 - val_mean_squared_error: 18.8691 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 48.4261 - mean_squared_error: 48.4261 - val_loss: 43.4487 - val_mean_squared_error: 43.4487 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 47.0375 - mean_squared_error: 47.0375 - val_loss: 17.7045 - val_mean_squared_error: 17.7045 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 47.3044 - mean_squared_error: 47.3044 - val_loss: 132.5375 - val_mean_squared_error: 132.5375 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 42.4180 - mean_squared_error: 42.4180 - val_loss: 64.0235 - val_mean_squared_error: 64.0235 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 41.5365 - mean_squared_error: 41.5365 - val_loss: 37.8643 - val_mean_squared_error: 37.8643 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 45.4099 - mean_squared_error: 45.4099 - val_loss: 55.9371 - val_mean_squared_error: 55.9371 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 50.6277 - mean_squared_error: 50.6277 - val_loss: 24.9861 - val_mean_squared_error: 24.9861 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 42.7511 - mean_squared_error: 42.7511 - val_loss: 19.0786 - val_mean_squared_error: 19.0786 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 47.1610 - mean_squared_error: 47.1610 - val_loss: 73.0109 - val_mean_squared_error: 73.0109 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 41.4071 - mean_squared_error: 41.4071 - val_loss: 45.8608 - val_mean_squared_error: 45.8608 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 45.8008 - mean_squared_error: 45.8008 - val_loss: 24.1772 - val_mean_squared_error: 24.1772 Epoch 26/30 81/81 [==============================] - 4s 55ms/step - loss: 38.4423 - mean_squared_error: 38.4423 - val_loss: 17.2044 - val_mean_squared_error: 17.2044 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 44.0934 - mean_squared_error: 44.0934 - val_loss: 14.1388 - val_mean_squared_error: 14.1388 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 39.7969 - mean_squared_error: 39.7969 - val_loss: 32.8046 - val_mean_squared_error: 32.8046 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 35.7769 - mean_squared_error: 35.7769 - val_loss: 18.2531 - val_mean_squared_error: 18.2530 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 43.9213 - mean_squared_error: 43.9213 - val_loss: 232.6206 - val_mean_squared_error: 232.6206
2022-12-10 14:06:51.784067: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:06:51.991873: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:06:52.318447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:06:52.656079: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.02545398603925091 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 14:06:56.982897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:06:57.482613: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:06:58.016606: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:06:58.550914: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:06:59.755223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:07:00.687877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:07:01.602302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4848.9912 - mean_squared_error: 4848.9912
2022-12-10 14:07:17.230917: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:07:17.365010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:07:17.695045: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:07:18.010346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 223ms/step - loss: 4848.9912 - mean_squared_error: 4848.9912 - val_loss: 892.2101 - val_mean_squared_error: 892.2101 Epoch 2/30 81/81 [==============================] - 4s 55ms/step - loss: 2372.5820 - mean_squared_error: 2372.5820 - val_loss: 128.8239 - val_mean_squared_error: 128.8239 Epoch 3/30 81/81 [==============================] - 4s 50ms/step - loss: 909.9113 - mean_squared_error: 909.9113 - val_loss: 42.8436 - val_mean_squared_error: 42.8436 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 577.8845 - mean_squared_error: 577.8845 - val_loss: 1794.4116 - val_mean_squared_error: 1794.4116 Epoch 5/30 81/81 [==============================] - 4s 46ms/step - loss: 143.4682 - mean_squared_error: 143.4682 - val_loss: 998.2924 - val_mean_squared_error: 998.2924 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 86.1295 - mean_squared_error: 86.1295 - val_loss: 147.7560 - val_mean_squared_error: 147.7560 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 76.0175 - mean_squared_error: 76.0175 - val_loss: 411.7104 - val_mean_squared_error: 411.7104 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 80.3834 - mean_squared_error: 80.3834 - val_loss: 296.6465 - val_mean_squared_error: 296.6465 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 72.6762 - mean_squared_error: 72.6762 - val_loss: 123.9713 - val_mean_squared_error: 123.9713 Epoch 10/30 81/81 [==============================] - 4s 43ms/step - loss: 62.9188 - mean_squared_error: 62.9188 - val_loss: 53.8500 - val_mean_squared_error: 53.8500 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 62.1596 - mean_squared_error: 62.1596 - val_loss: 114.3704 - val_mean_squared_error: 114.3704 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 64.1412 - mean_squared_error: 64.1412 - val_loss: 60.8125 - val_mean_squared_error: 60.8125 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 69.0306 - mean_squared_error: 69.0306 - val_loss: 43.5782 - val_mean_squared_error: 43.5782 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 59.2478 - mean_squared_error: 59.2478 - val_loss: 111.1842 - val_mean_squared_error: 111.1842 Epoch 15/30 81/81 [==============================] - 3s 43ms/step - loss: 48.6642 - mean_squared_error: 48.6642 - val_loss: 52.0651 - val_mean_squared_error: 52.0651 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 46.5311 - mean_squared_error: 46.5311 - val_loss: 55.9472 - val_mean_squared_error: 55.9472 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 54.8926 - mean_squared_error: 54.8926 - val_loss: 48.7633 - val_mean_squared_error: 48.7633 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 48.7139 - mean_squared_error: 48.7139 - val_loss: 41.9180 - val_mean_squared_error: 41.9180 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 49.4583 - mean_squared_error: 49.4583 - val_loss: 72.6927 - val_mean_squared_error: 72.6927 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 44.4429 - mean_squared_error: 44.4429 - val_loss: 59.9821 - val_mean_squared_error: 59.9821 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 53.2066 - mean_squared_error: 53.2066 - val_loss: 66.4619 - val_mean_squared_error: 66.4619 Epoch 22/30 81/81 [==============================] - 4s 43ms/step - loss: 47.1142 - mean_squared_error: 47.1142 - val_loss: 45.8541 - val_mean_squared_error: 45.8541 Epoch 23/30 81/81 [==============================] - 4s 43ms/step - loss: 45.6860 - mean_squared_error: 45.6860 - val_loss: 40.9044 - val_mean_squared_error: 40.9044 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 46.8009 - mean_squared_error: 46.8009 - val_loss: 50.1944 - val_mean_squared_error: 50.1944 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 43.7530 - mean_squared_error: 43.7530 - val_loss: 66.8982 - val_mean_squared_error: 66.8982 Epoch 26/30 81/81 [==============================] - 4s 43ms/step - loss: 43.9218 - mean_squared_error: 43.9218 - val_loss: 42.6061 - val_mean_squared_error: 42.6061 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 44.5804 - mean_squared_error: 44.5804 - val_loss: 51.6324 - val_mean_squared_error: 51.6324 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 44.3142 - mean_squared_error: 44.3142 - val_loss: 34.1054 - val_mean_squared_error: 34.1054 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 38.9791 - mean_squared_error: 38.9791 - val_loss: 38.5723 - val_mean_squared_error: 38.5723 Epoch 30/30 81/81 [==============================] - 4s 43ms/step - loss: 41.0273 - mean_squared_error: 41.0273 - val_loss: 45.1050 - val_mean_squared_error: 45.1050
2022-12-10 14:09:05.348416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:05.626755: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:05.991847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:06.408538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/30
2022-12-10 14:09:09.587339: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:10.194672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:10.743625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:11.314188: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:12.437464: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:13.383735: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:14.342959: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4822.1782 - mean_squared_error: 4822.1782
2022-12-10 14:09:30.730122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:30.918480: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:31.243223: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:09:31.589955: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 235ms/step - loss: 4822.1782 - mean_squared_error: 4822.1782 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 59ms/step - loss: 2430.6934 - mean_squared_error: 2430.6934 - val_loss: 417.5618 - val_mean_squared_error: 417.5618 Epoch 3/30 81/81 [==============================] - 5s 57ms/step - loss: 1266.6177 - mean_squared_error: 1266.6177 - val_loss: 715.8948 - val_mean_squared_error: 715.8948 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 1033.6199 - mean_squared_error: 1033.6199 - val_loss: 858.3748 - val_mean_squared_error: 858.3748 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 1020.1730 - mean_squared_error: 1020.1730 - val_loss: 818.5212 - val_mean_squared_error: 818.5212 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 761.2313 - mean_squared_error: 761.2313 - val_loss: 1388.5699 - val_mean_squared_error: 1388.5699 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 374.0352 - mean_squared_error: 374.0352 - val_loss: 306.8018 - val_mean_squared_error: 306.8018 Epoch 8/30 81/81 [==============================] - 4s 52ms/step - loss: 144.1270 - mean_squared_error: 144.1270 - val_loss: 479.1610 - val_mean_squared_error: 479.1609 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 110.3348 - mean_squared_error: 110.3348 - val_loss: 54.2399 - val_mean_squared_error: 54.2399 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 76.9451 - mean_squared_error: 76.9451 - val_loss: 75.8400 - val_mean_squared_error: 75.8400 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 67.2138 - mean_squared_error: 67.2138 - val_loss: 50.7764 - val_mean_squared_error: 50.7764 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 58.5428 - mean_squared_error: 58.5428 - val_loss: 21.9547 - val_mean_squared_error: 21.9547 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 50.1978 - mean_squared_error: 50.1978 - val_loss: 24.3183 - val_mean_squared_error: 24.3183 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 57.4070 - mean_squared_error: 57.4070 - val_loss: 97.4822 - val_mean_squared_error: 97.4822 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 58.2153 - mean_squared_error: 58.2153 - val_loss: 21.0411 - val_mean_squared_error: 21.0411 Epoch 16/30 81/81 [==============================] - 4s 49ms/step - loss: 56.2651 - mean_squared_error: 56.2651 - val_loss: 28.2074 - val_mean_squared_error: 28.2074 Epoch 17/30 81/81 [==============================] - 4s 49ms/step - loss: 59.9073 - mean_squared_error: 59.9073 - val_loss: 32.6647 - val_mean_squared_error: 32.6647 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 55.2877 - mean_squared_error: 55.2877 - val_loss: 18.3888 - val_mean_squared_error: 18.3888 Epoch 19/30 81/81 [==============================] - 4s 51ms/step - loss: 50.2461 - mean_squared_error: 50.2461 - val_loss: 130.4816 - val_mean_squared_error: 130.4816 Epoch 20/30 81/81 [==============================] - 4s 49ms/step - loss: 48.3591 - mean_squared_error: 48.3591 - val_loss: 63.4026 - val_mean_squared_error: 63.4026 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 51.5034 - mean_squared_error: 51.5034 - val_loss: 21.2281 - val_mean_squared_error: 21.2281 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 46.4237 - mean_squared_error: 46.4237 - val_loss: 56.2699 - val_mean_squared_error: 56.2699 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 42.6768 - mean_squared_error: 42.6768 - val_loss: 21.0805 - val_mean_squared_error: 21.0805 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 39.9373 - mean_squared_error: 39.9373 - val_loss: 30.0238 - val_mean_squared_error: 30.0238 Epoch 25/30 81/81 [==============================] - 4s 49ms/step - loss: 46.8666 - mean_squared_error: 46.8666 - val_loss: 73.8330 - val_mean_squared_error: 73.8330 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 52.1074 - mean_squared_error: 52.1074 - val_loss: 43.3693 - val_mean_squared_error: 43.3693 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 53.7152 - mean_squared_error: 53.7152 - val_loss: 113.9144 - val_mean_squared_error: 113.9144 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 43.4018 - mean_squared_error: 43.4018 - val_loss: 56.2613 - val_mean_squared_error: 56.2613 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 47.0811 - mean_squared_error: 47.0811 - val_loss: 37.5687 - val_mean_squared_error: 37.5687 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 57.0404 - mean_squared_error: 57.0404 - val_loss: 104.1570 - val_mean_squared_error: 104.1570
2022-12-10 14:11:33.417092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:33.619354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:34.016626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:34.372447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 14:11:37.283731: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:37.795285: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:38.318920: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:38.856036: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:40.018378: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:40.950016: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:41.904255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4834.1885 - mean_squared_error: 4834.1885
2022-12-10 14:11:58.394938: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:58.544969: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:58.915094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:11:59.269426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 237ms/step - loss: 4834.1885 - mean_squared_error: 4834.1885 - val_loss: 684.6569 - val_mean_squared_error: 684.6569 Epoch 2/30 81/81 [==============================] - 5s 67ms/step - loss: 2369.6858 - mean_squared_error: 2369.6858 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 66ms/step - loss: 1444.2744 - mean_squared_error: 1444.2744 - val_loss: 552.5236 - val_mean_squared_error: 552.5236 Epoch 4/30 81/81 [==============================] - 5s 64ms/step - loss: 1082.1210 - mean_squared_error: 1082.1210 - val_loss: 1119.9724 - val_mean_squared_error: 1119.9724 Epoch 5/30 81/81 [==============================] - 4s 52ms/step - loss: 1106.3286 - mean_squared_error: 1106.3286 - val_loss: 442.8329 - val_mean_squared_error: 442.8329 Epoch 6/30 81/81 [==============================] - 4s 54ms/step - loss: 995.3175 - mean_squared_error: 995.3175 - val_loss: 408.5329 - val_mean_squared_error: 408.5329 Epoch 7/30 81/81 [==============================] - 4s 55ms/step - loss: 857.9053 - mean_squared_error: 857.9053 - val_loss: 120.2878 - val_mean_squared_error: 120.2878 Epoch 8/30 81/81 [==============================] - 4s 52ms/step - loss: 718.7191 - mean_squared_error: 718.7191 - val_loss: 54.7919 - val_mean_squared_error: 54.7919 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 700.6624 - mean_squared_error: 700.6624 - val_loss: 32.9408 - val_mean_squared_error: 32.9408 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 683.8392 - mean_squared_error: 683.8392 - val_loss: 46.0920 - val_mean_squared_error: 46.0920 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 673.9625 - mean_squared_error: 673.9625 - val_loss: 36.2529 - val_mean_squared_error: 36.2529 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 680.8107 - mean_squared_error: 680.8107 - val_loss: 223.8137 - val_mean_squared_error: 223.8137 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 686.7092 - mean_squared_error: 686.7092 - val_loss: 42.3359 - val_mean_squared_error: 42.3359 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 739.5225 - mean_squared_error: 739.5225 - val_loss: 534.2137 - val_mean_squared_error: 534.2137 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 657.7190 - mean_squared_error: 657.7190 - val_loss: 151.1920 - val_mean_squared_error: 151.1920 Epoch 16/30 81/81 [==============================] - 4s 51ms/step - loss: 680.8903 - mean_squared_error: 680.8903 - val_loss: 122.3451 - val_mean_squared_error: 122.3451 Epoch 17/30 81/81 [==============================] - 4s 49ms/step - loss: 600.4822 - mean_squared_error: 600.4822 - val_loss: 165.6186 - val_mean_squared_error: 165.6186 Epoch 18/30 81/81 [==============================] - 4s 50ms/step - loss: 610.6122 - mean_squared_error: 610.6122 - val_loss: 223.8845 - val_mean_squared_error: 223.8845 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 614.5565 - mean_squared_error: 614.5565 - val_loss: 78.7069 - val_mean_squared_error: 78.7069 Epoch 20/30 81/81 [==============================] - 4s 49ms/step - loss: 644.9096 - mean_squared_error: 644.9096 - val_loss: 45.6818 - val_mean_squared_error: 45.6818 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 625.6207 - mean_squared_error: 625.6207 - val_loss: 168.1206 - val_mean_squared_error: 168.1206 Epoch 22/30 81/81 [==============================] - 4s 50ms/step - loss: 655.9350 - mean_squared_error: 655.9350 - val_loss: 384.5197 - val_mean_squared_error: 384.5197 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 635.7393 - mean_squared_error: 635.7393 - val_loss: 48.4587 - val_mean_squared_error: 48.4587 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 639.4424 - mean_squared_error: 639.4424 - val_loss: 88.0830 - val_mean_squared_error: 88.0830 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 623.1660 - mean_squared_error: 623.1660 - val_loss: 294.3405 - val_mean_squared_error: 294.3405 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 609.5203 - mean_squared_error: 609.5203 - val_loss: 436.7506 - val_mean_squared_error: 436.7506 Epoch 27/30 81/81 [==============================] - 4s 51ms/step - loss: 513.3657 - mean_squared_error: 513.3657 - val_loss: 104.9103 - val_mean_squared_error: 104.9103 Epoch 28/30 81/81 [==============================] - 4s 51ms/step - loss: 471.3327 - mean_squared_error: 471.3327 - val_loss: 189.3625 - val_mean_squared_error: 189.3625 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 457.3083 - mean_squared_error: 457.3083 - val_loss: 61.0925 - val_mean_squared_error: 61.0925 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 466.7767 - mean_squared_error: 466.7767 - val_loss: 495.1660 - val_mean_squared_error: 495.1660
2022-12-10 14:14:03.876875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:04.059984: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:04.454983: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:04.853754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:14:08.804527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:09.826300: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:10.335700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:10.908917: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:12.179212: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:13.246553: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:14.263140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4773.2661 - mean_squared_error: 4773.2661
2022-12-10 14:14:30.786558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:30.984509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:31.288937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:14:31.609820: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 26s 236ms/step - loss: 4773.2661 - mean_squared_error: 4773.2661 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 59ms/step - loss: 2493.7227 - mean_squared_error: 2493.7227 - val_loss: 1115.0295 - val_mean_squared_error: 1115.0295 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1873.9640 - mean_squared_error: 1873.9640 - val_loss: 34.6209 - val_mean_squared_error: 34.6209 Epoch 4/30 81/81 [==============================] - 4s 49ms/step - loss: 1185.8488 - mean_squared_error: 1185.8488 - val_loss: 1033.4805 - val_mean_squared_error: 1033.4803 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 747.1584 - mean_squared_error: 747.1584 - val_loss: 3998.7024 - val_mean_squared_error: 3998.7024 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 412.8896 - mean_squared_error: 412.8896 - val_loss: 1996.1541 - val_mean_squared_error: 1996.1541 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 229.7644 - mean_squared_error: 229.7644 - val_loss: 1850.4720 - val_mean_squared_error: 1850.4720 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 209.3191 - mean_squared_error: 209.3191 - val_loss: 166.2589 - val_mean_squared_error: 166.2589 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 200.9900 - mean_squared_error: 200.9900 - val_loss: 59.6021 - val_mean_squared_error: 59.6021 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 161.0404 - mean_squared_error: 161.0404 - val_loss: 140.8581 - val_mean_squared_error: 140.8581 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 145.1679 - mean_squared_error: 145.1679 - val_loss: 34.2748 - val_mean_squared_error: 34.2748 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 134.2596 - mean_squared_error: 134.2596 - val_loss: 160.5431 - val_mean_squared_error: 160.5431 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 121.9174 - mean_squared_error: 121.9174 - val_loss: 26.0518 - val_mean_squared_error: 26.0518 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 108.5264 - mean_squared_error: 108.5264 - val_loss: 53.5274 - val_mean_squared_error: 53.5274 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 114.1656 - mean_squared_error: 114.1656 - val_loss: 32.7034 - val_mean_squared_error: 32.7034 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 79.2811 - mean_squared_error: 79.2811 - val_loss: 37.7914 - val_mean_squared_error: 37.7914 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 77.1569 - mean_squared_error: 77.1569 - val_loss: 67.3555 - val_mean_squared_error: 67.3555 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 66.9380 - mean_squared_error: 66.9380 - val_loss: 51.5182 - val_mean_squared_error: 51.5182 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 70.0179 - mean_squared_error: 70.0179 - val_loss: 36.5742 - val_mean_squared_error: 36.5742 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 59.3789 - mean_squared_error: 59.3789 - val_loss: 59.3792 - val_mean_squared_error: 59.3792 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 68.5156 - mean_squared_error: 68.5156 - val_loss: 90.4728 - val_mean_squared_error: 90.4728 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 61.5177 - mean_squared_error: 61.5177 - val_loss: 35.8387 - val_mean_squared_error: 35.8387 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 48.4909 - mean_squared_error: 48.4909 - val_loss: 33.4339 - val_mean_squared_error: 33.4339 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 59.6249 - mean_squared_error: 59.6249 - val_loss: 32.8999 - val_mean_squared_error: 32.8999 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 50.1504 - mean_squared_error: 50.1504 - val_loss: 55.3590 - val_mean_squared_error: 55.3590 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 53.3863 - mean_squared_error: 53.3863 - val_loss: 39.8034 - val_mean_squared_error: 39.8034 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 45.2673 - mean_squared_error: 45.2673 - val_loss: 40.0129 - val_mean_squared_error: 40.0129 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 50.8575 - mean_squared_error: 50.8575 - val_loss: 38.8808 - val_mean_squared_error: 38.8808 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 51.3472 - mean_squared_error: 51.3472 - val_loss: 28.9562 - val_mean_squared_error: 28.9562 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 39.9353 - mean_squared_error: 39.9353 - val_loss: 46.8686 - val_mean_squared_error: 46.8686
2022-12-10 14:16:25.331851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:25.503586: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:25.817363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:26.157300: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/30
2022-12-10 14:16:29.781202: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:30.329343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:30.841616: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:31.386051: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:32.537459: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:33.571434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:34.551437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4818.1108 - mean_squared_error: 4818.1108
2022-12-10 14:16:50.642847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:50.846837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:51.181317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:16:51.514046: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 24s 227ms/step - loss: 4818.1108 - mean_squared_error: 4818.1108 - val_loss: 834.7080 - val_mean_squared_error: 834.7080 Epoch 2/30 81/81 [==============================] - 5s 60ms/step - loss: 2618.1238 - mean_squared_error: 2618.1238 - val_loss: 184.9984 - val_mean_squared_error: 184.9984 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 2225.2068 - mean_squared_error: 2225.2068 - val_loss: 74.8391 - val_mean_squared_error: 74.8391 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 1620.4939 - mean_squared_error: 1620.4939 - val_loss: 4784.1919 - val_mean_squared_error: 4784.1919 Epoch 5/30 81/81 [==============================] - 4s 47ms/step - loss: 299.1255 - mean_squared_error: 299.1255 - val_loss: 1381.8434 - val_mean_squared_error: 1381.8434 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 103.5743 - mean_squared_error: 103.5743 - val_loss: 398.8228 - val_mean_squared_error: 398.8228 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 91.8068 - mean_squared_error: 91.8068 - val_loss: 37.0228 - val_mean_squared_error: 37.0228 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 75.5100 - mean_squared_error: 75.5100 - val_loss: 22.0828 - val_mean_squared_error: 22.0828 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 67.3090 - mean_squared_error: 67.3090 - val_loss: 195.8275 - val_mean_squared_error: 195.8275 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 69.4022 - mean_squared_error: 69.4022 - val_loss: 130.2413 - val_mean_squared_error: 130.2413 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 51.4100 - mean_squared_error: 51.4100 - val_loss: 186.9657 - val_mean_squared_error: 186.9657 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 50.7492 - mean_squared_error: 50.7492 - val_loss: 320.8341 - val_mean_squared_error: 320.8341 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 59.0992 - mean_squared_error: 59.0992 - val_loss: 164.4567 - val_mean_squared_error: 164.4567 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 48.7458 - mean_squared_error: 48.7458 - val_loss: 26.8070 - val_mean_squared_error: 26.8070 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 53.2177 - mean_squared_error: 53.2177 - val_loss: 54.4545 - val_mean_squared_error: 54.4545 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 49.2572 - mean_squared_error: 49.2572 - val_loss: 92.1017 - val_mean_squared_error: 92.1017 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 53.6628 - mean_squared_error: 53.6628 - val_loss: 163.4831 - val_mean_squared_error: 163.4831 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 44.9305 - mean_squared_error: 44.9305 - val_loss: 50.8795 - val_mean_squared_error: 50.8795 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 48.6725 - mean_squared_error: 48.6725 - val_loss: 325.1936 - val_mean_squared_error: 325.1936 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 44.3752 - mean_squared_error: 44.3752 - val_loss: 117.4700 - val_mean_squared_error: 117.4700 Epoch 21/30 81/81 [==============================] - 4s 51ms/step - loss: 40.4375 - mean_squared_error: 40.4375 - val_loss: 109.5093 - val_mean_squared_error: 109.5093 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 42.8261 - mean_squared_error: 42.8261 - val_loss: 64.5885 - val_mean_squared_error: 64.5885 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 50.9022 - mean_squared_error: 50.9022 - val_loss: 61.7601 - val_mean_squared_error: 61.7601 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 45.2385 - mean_squared_error: 45.2385 - val_loss: 32.6316 - val_mean_squared_error: 32.6316 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 40.9883 - mean_squared_error: 40.9883 - val_loss: 44.0404 - val_mean_squared_error: 44.0404 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 41.6284 - mean_squared_error: 41.6284 - val_loss: 69.7839 - val_mean_squared_error: 69.7839 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 50.1938 - mean_squared_error: 50.1938 - val_loss: 31.0315 - val_mean_squared_error: 31.0315 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 43.9944 - mean_squared_error: 43.9944 - val_loss: 28.1875 - val_mean_squared_error: 28.1875 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 39.8026 - mean_squared_error: 39.8026 - val_loss: 85.0346 - val_mean_squared_error: 85.0346 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 42.2124 - mean_squared_error: 42.2124 - val_loss: 30.6535 - val_mean_squared_error: 30.6535
2022-12-10 14:18:44.223018: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:44.355678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:44.685320: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:45.021097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 4 best_solution : [0 1 1 1 1 0 1 1 1 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 1 1 1 1 1 1 0 0 0 0 0 0 1 1 0 1 0 1 1 0 0 0 0 1 1 1 0 0 1 1 0 1 0 0 1 1 0 0 0 1 1 1 1 1 0 1 0 1] Selected indices : [ 1 2 3 4 6 7 8 12 14 15 17 22 28 31 33 34 35 36 37 38 45 46 48 50 51 56 57 58 61 62 64 67 68 72 73 74 75 76 78 80] Number of selected elements : 40 Best solution fitness : 0.020606749829823676 Generation: 6 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 14:18:48.711900: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:49.268261: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:49.757585: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:50.271156: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:51.469621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:52.394937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:18:53.332618: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4707.6948 - mean_squared_error: 4707.6948
2022-12-10 14:19:09.266653: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:19:09.413561: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:19:09.755437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:19:10.077105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 227ms/step - loss: 4707.6948 - mean_squared_error: 4707.6948 - val_loss: 374.0321 - val_mean_squared_error: 374.0321 Epoch 2/30 81/81 [==============================] - 5s 56ms/step - loss: 1910.5848 - mean_squared_error: 1910.5848 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 49ms/step - loss: 945.3149 - mean_squared_error: 945.3149 - val_loss: 60.6653 - val_mean_squared_error: 60.6653 Epoch 4/30 81/81 [==============================] - 4s 49ms/step - loss: 695.1851 - mean_squared_error: 695.1851 - val_loss: 50.1048 - val_mean_squared_error: 50.1048 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 393.4147 - mean_squared_error: 393.4147 - val_loss: 24.4584 - val_mean_squared_error: 24.4584 Epoch 6/30 81/81 [==============================] - 4s 45ms/step - loss: 364.9533 - mean_squared_error: 364.9533 - val_loss: 49.8198 - val_mean_squared_error: 49.8198 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 222.7581 - mean_squared_error: 222.7581 - val_loss: 215.5705 - val_mean_squared_error: 215.5705 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 168.2246 - mean_squared_error: 168.2246 - val_loss: 186.5561 - val_mean_squared_error: 186.5561 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 120.3867 - mean_squared_error: 120.3867 - val_loss: 46.8553 - val_mean_squared_error: 46.8553 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 125.0878 - mean_squared_error: 125.0878 - val_loss: 141.1661 - val_mean_squared_error: 141.1661 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 92.4210 - mean_squared_error: 92.4210 - val_loss: 65.3463 - val_mean_squared_error: 65.3463 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 75.6816 - mean_squared_error: 75.6816 - val_loss: 66.3902 - val_mean_squared_error: 66.3902 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 49.6456 - mean_squared_error: 49.6456 - val_loss: 71.0535 - val_mean_squared_error: 71.0535 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 54.7497 - mean_squared_error: 54.7497 - val_loss: 130.9729 - val_mean_squared_error: 130.9729 Epoch 15/30 81/81 [==============================] - 3s 43ms/step - loss: 57.5680 - mean_squared_error: 57.5680 - val_loss: 79.0510 - val_mean_squared_error: 79.0510 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 50.4568 - mean_squared_error: 50.4568 - val_loss: 132.7825 - val_mean_squared_error: 132.7825 Epoch 17/30 81/81 [==============================] - 4s 43ms/step - loss: 50.2498 - mean_squared_error: 50.2498 - val_loss: 71.8143 - val_mean_squared_error: 71.8143 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 46.0917 - mean_squared_error: 46.0917 - val_loss: 115.2485 - val_mean_squared_error: 115.2485 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 44.2628 - mean_squared_error: 44.2628 - val_loss: 129.7009 - val_mean_squared_error: 129.7009 Epoch 20/30 81/81 [==============================] - 3s 43ms/step - loss: 41.4902 - mean_squared_error: 41.4902 - val_loss: 60.7588 - val_mean_squared_error: 60.7588 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 41.1226 - mean_squared_error: 41.1226 - val_loss: 107.1723 - val_mean_squared_error: 107.1723 Epoch 22/30 81/81 [==============================] - 4s 43ms/step - loss: 47.4899 - mean_squared_error: 47.4899 - val_loss: 93.6505 - val_mean_squared_error: 93.6505 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 39.5059 - mean_squared_error: 39.5059 - val_loss: 201.9300 - val_mean_squared_error: 201.9300 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 38.5266 - mean_squared_error: 38.5266 - val_loss: 73.3543 - val_mean_squared_error: 73.3543 Epoch 25/30 81/81 [==============================] - 4s 43ms/step - loss: 46.3111 - mean_squared_error: 46.3111 - val_loss: 134.7988 - val_mean_squared_error: 134.7988 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 39.7049 - mean_squared_error: 39.7049 - val_loss: 83.1671 - val_mean_squared_error: 83.1671 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 41.2400 - mean_squared_error: 41.2400 - val_loss: 46.4246 - val_mean_squared_error: 46.4246 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 44.0014 - mean_squared_error: 44.0014 - val_loss: 68.3390 - val_mean_squared_error: 68.3390 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 37.5040 - mean_squared_error: 37.5040 - val_loss: 131.2572 - val_mean_squared_error: 131.2572 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 41.5099 - mean_squared_error: 41.5099 - val_loss: 41.8244 - val_mean_squared_error: 41.8244
2022-12-10 14:20:58.052628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:20:58.178965: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:20:58.513538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:20:58.845236: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 46) (286, 46) Epoch 1/30
2022-12-10 14:21:01.642171: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:02.153124: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:02.683383: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:03.246192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:04.397061: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:05.342154: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:06.282655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4790.4531 - mean_squared_error: 4790.4531
2022-12-10 14:21:22.578935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:22.788763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:23.127352: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:21:23.480296: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 234ms/step - loss: 4790.4531 - mean_squared_error: 4790.4531 - val_loss: 2608.5605 - val_mean_squared_error: 2608.5605 Epoch 2/30 81/81 [==============================] - 5s 61ms/step - loss: 2556.2551 - mean_squared_error: 2556.2551 - val_loss: 239.3645 - val_mean_squared_error: 239.3645 Epoch 3/30 81/81 [==============================] - 4s 56ms/step - loss: 1627.7867 - mean_squared_error: 1627.7867 - val_loss: 1263.5503 - val_mean_squared_error: 1263.5503 Epoch 4/30 81/81 [==============================] - 4s 55ms/step - loss: 1002.6705 - mean_squared_error: 1002.6705 - val_loss: 946.6642 - val_mean_squared_error: 946.6642 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 753.9563 - mean_squared_error: 753.9563 - val_loss: 1556.1962 - val_mean_squared_error: 1556.1962 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 712.6934 - mean_squared_error: 712.6934 - val_loss: 3008.1067 - val_mean_squared_error: 3008.1067 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 636.1805 - mean_squared_error: 636.1805 - val_loss: 1219.8788 - val_mean_squared_error: 1219.8788 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 635.7575 - mean_squared_error: 635.7575 - val_loss: 715.5674 - val_mean_squared_error: 715.5674 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 648.3449 - mean_squared_error: 648.3449 - val_loss: 241.1836 - val_mean_squared_error: 241.1836 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 678.0410 - mean_squared_error: 678.0410 - val_loss: 115.2206 - val_mean_squared_error: 115.2206 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 659.7367 - mean_squared_error: 659.7367 - val_loss: 250.6395 - val_mean_squared_error: 250.6395 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 662.5389 - mean_squared_error: 662.5389 - val_loss: 44.2607 - val_mean_squared_error: 44.2607 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 633.6750 - mean_squared_error: 633.6750 - val_loss: 70.3121 - val_mean_squared_error: 70.3120 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 643.2455 - mean_squared_error: 643.2455 - val_loss: 752.8480 - val_mean_squared_error: 752.8480 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 657.3809 - mean_squared_error: 657.3809 - val_loss: 290.0001 - val_mean_squared_error: 290.0001 Epoch 16/30 81/81 [==============================] - 4s 55ms/step - loss: 660.1562 - mean_squared_error: 660.1562 - val_loss: 56.6355 - val_mean_squared_error: 56.6355 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 649.0043 - mean_squared_error: 649.0043 - val_loss: 485.1540 - val_mean_squared_error: 485.1540 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 623.8837 - mean_squared_error: 623.8837 - val_loss: 318.6780 - val_mean_squared_error: 318.6780 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 652.8154 - mean_squared_error: 652.8154 - val_loss: 25.1031 - val_mean_squared_error: 25.1031 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 636.8079 - mean_squared_error: 636.8079 - val_loss: 195.9896 - val_mean_squared_error: 195.9896 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 635.3564 - mean_squared_error: 635.3564 - val_loss: 180.1444 - val_mean_squared_error: 180.1444 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 644.0179 - mean_squared_error: 644.0179 - val_loss: 56.2893 - val_mean_squared_error: 56.2893 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 632.1605 - mean_squared_error: 632.1605 - val_loss: 213.0511 - val_mean_squared_error: 213.0511 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 595.9099 - mean_squared_error: 595.9099 - val_loss: 280.4307 - val_mean_squared_error: 280.4307 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 670.6294 - mean_squared_error: 670.6294 - val_loss: 123.8736 - val_mean_squared_error: 123.8736 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 640.3892 - mean_squared_error: 640.3892 - val_loss: 335.9479 - val_mean_squared_error: 335.9479 Epoch 27/30 81/81 [==============================] - 5s 62ms/step - loss: 626.3245 - mean_squared_error: 626.3245 - val_loss: 18.3069 - val_mean_squared_error: 18.3069 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 633.7892 - mean_squared_error: 633.7892 - val_loss: 86.1646 - val_mean_squared_error: 86.1646 Epoch 29/30 81/81 [==============================] - 4s 48ms/step - loss: 624.5973 - mean_squared_error: 624.5973 - val_loss: 163.1409 - val_mean_squared_error: 163.1409 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 643.6468 - mean_squared_error: 643.6468 - val_loss: 135.0334 - val_mean_squared_error: 135.0334
2022-12-10 14:23:24.400211: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:24.554457: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:24.906913: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:25.259884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 14:23:28.950315: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:29.527182: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:30.054138: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:30.614195: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:31.750257: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:32.659872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:33.587094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4880.1055 - mean_squared_error: 4880.1055
2022-12-10 14:23:50.398815: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:50.589538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:50.908097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:23:51.243766: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 239ms/step - loss: 4880.1055 - mean_squared_error: 4880.1055 - val_loss: 411.7439 - val_mean_squared_error: 411.7439 Epoch 2/30 81/81 [==============================] - 5s 65ms/step - loss: 2980.3245 - mean_squared_error: 2980.3245 - val_loss: 1305.5260 - val_mean_squared_error: 1305.5260 Epoch 3/30 81/81 [==============================] - 5s 58ms/step - loss: 1693.5375 - mean_squared_error: 1693.5375 - val_loss: 5758.6479 - val_mean_squared_error: 5758.6479 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 1650.8926 - mean_squared_error: 1650.8926 - val_loss: 1557.6976 - val_mean_squared_error: 1557.6976 Epoch 5/30 81/81 [==============================] - 4s 54ms/step - loss: 1648.6349 - mean_squared_error: 1648.6349 - val_loss: 316.1182 - val_mean_squared_error: 316.1182 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 1648.4426 - mean_squared_error: 1648.4426 - val_loss: 738.1693 - val_mean_squared_error: 738.1692 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 1617.5167 - mean_squared_error: 1617.5167 - val_loss: 56.2842 - val_mean_squared_error: 56.2842 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 1628.9832 - mean_squared_error: 1628.9832 - val_loss: 62.6634 - val_mean_squared_error: 62.6634 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 1490.9838 - mean_squared_error: 1490.9838 - val_loss: 119.5873 - val_mean_squared_error: 119.5873 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 1312.6205 - mean_squared_error: 1312.6205 - val_loss: 1627.2795 - val_mean_squared_error: 1627.2795 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 1260.6766 - mean_squared_error: 1260.6766 - val_loss: 560.1695 - val_mean_squared_error: 560.1695 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 1238.7815 - mean_squared_error: 1238.7815 - val_loss: 326.9170 - val_mean_squared_error: 326.9170 Epoch 13/30 81/81 [==============================] - 4s 53ms/step - loss: 1252.3024 - mean_squared_error: 1252.3024 - val_loss: 1466.6910 - val_mean_squared_error: 1466.6910 Epoch 14/30 81/81 [==============================] - 4s 53ms/step - loss: 1207.9949 - mean_squared_error: 1207.9949 - val_loss: 438.7902 - val_mean_squared_error: 438.7902 Epoch 15/30 81/81 [==============================] - 4s 50ms/step - loss: 1211.5925 - mean_squared_error: 1211.5925 - val_loss: 437.3519 - val_mean_squared_error: 437.3519 Epoch 16/30 81/81 [==============================] - 4s 51ms/step - loss: 1218.5674 - mean_squared_error: 1218.5674 - val_loss: 287.7524 - val_mean_squared_error: 287.7524 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 1241.0372 - mean_squared_error: 1241.0372 - val_loss: 88.7372 - val_mean_squared_error: 88.7372 Epoch 18/30 81/81 [==============================] - 4s 50ms/step - loss: 1255.9047 - mean_squared_error: 1255.9047 - val_loss: 31.6176 - val_mean_squared_error: 31.6176 Epoch 19/30 81/81 [==============================] - 5s 65ms/step - loss: 1186.2963 - mean_squared_error: 1186.2963 - val_loss: 99.8908 - val_mean_squared_error: 99.8908 Epoch 20/30 81/81 [==============================] - 4s 50ms/step - loss: 1211.6494 - mean_squared_error: 1211.6494 - val_loss: 70.2240 - val_mean_squared_error: 70.2240 Epoch 21/30 81/81 [==============================] - 4s 51ms/step - loss: 1236.1204 - mean_squared_error: 1236.1204 - val_loss: 79.8788 - val_mean_squared_error: 79.8788 Epoch 22/30 81/81 [==============================] - 4s 50ms/step - loss: 1210.1897 - mean_squared_error: 1210.1897 - val_loss: 43.4065 - val_mean_squared_error: 43.4065 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 1234.1201 - mean_squared_error: 1234.1201 - val_loss: 91.7736 - val_mean_squared_error: 91.7736 Epoch 24/30 81/81 [==============================] - 4s 53ms/step - loss: 1207.6095 - mean_squared_error: 1207.6095 - val_loss: 18.6084 - val_mean_squared_error: 18.6084 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 1231.5995 - mean_squared_error: 1231.5995 - val_loss: 34.2008 - val_mean_squared_error: 34.2008 Epoch 26/30 81/81 [==============================] - 4s 49ms/step - loss: 1245.7725 - mean_squared_error: 1245.7725 - val_loss: 16.7705 - val_mean_squared_error: 16.7705 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 1178.9192 - mean_squared_error: 1178.9192 - val_loss: 18.5443 - val_mean_squared_error: 18.5443 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 1204.5598 - mean_squared_error: 1204.5598 - val_loss: 95.0557 - val_mean_squared_error: 95.0557 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 1190.7933 - mean_squared_error: 1190.7933 - val_loss: 214.2237 - val_mean_squared_error: 214.2237 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 1198.5509 - mean_squared_error: 1198.5509 - val_loss: 40.3977 - val_mean_squared_error: 40.3977
2022-12-10 14:25:56.184006: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:25:56.394060: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:25:56.778639: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:25:57.132434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:26:00.663901: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:01.177795: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:01.696353: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:02.248131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:03.392066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:04.362849: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:05.390855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4819.5884 - mean_squared_error: 4819.5884
2022-12-10 14:26:22.046253: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:22.218258: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:22.555396: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:26:22.895857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 25s 235ms/step - loss: 4819.5884 - mean_squared_error: 4819.5884 - val_loss: 615.7890 - val_mean_squared_error: 615.7890 Epoch 2/30 81/81 [==============================] - 5s 63ms/step - loss: 2381.2209 - mean_squared_error: 2381.2209 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1399.6543 - mean_squared_error: 1399.6543 - val_loss: 316.4055 - val_mean_squared_error: 316.4055 Epoch 4/30 81/81 [==============================] - 5s 65ms/step - loss: 1271.9922 - mean_squared_error: 1271.9922 - val_loss: 277.7797 - val_mean_squared_error: 277.7797 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 1332.9705 - mean_squared_error: 1332.9705 - val_loss: 329.5331 - val_mean_squared_error: 329.5331 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 1283.9630 - mean_squared_error: 1283.9630 - val_loss: 269.0650 - val_mean_squared_error: 269.0650 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 1214.3501 - mean_squared_error: 1214.3501 - val_loss: 398.7531 - val_mean_squared_error: 398.7530 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 1122.8378 - mean_squared_error: 1122.8378 - val_loss: 521.0970 - val_mean_squared_error: 521.0970 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 998.7083 - mean_squared_error: 998.7083 - val_loss: 69.2057 - val_mean_squared_error: 69.2057 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 705.6228 - mean_squared_error: 705.6228 - val_loss: 39.7778 - val_mean_squared_error: 39.7778 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 616.0966 - mean_squared_error: 616.0966 - val_loss: 1661.1077 - val_mean_squared_error: 1661.1075 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 893.3088 - mean_squared_error: 893.3088 - val_loss: 116.8206 - val_mean_squared_error: 116.8206 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 643.8273 - mean_squared_error: 643.8273 - val_loss: 194.6725 - val_mean_squared_error: 194.6725 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 517.1830 - mean_squared_error: 517.1830 - val_loss: 259.6879 - val_mean_squared_error: 259.6879 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 486.1483 - mean_squared_error: 486.1483 - val_loss: 49.0066 - val_mean_squared_error: 49.0066 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 530.2594 - mean_squared_error: 530.2594 - val_loss: 31.3307 - val_mean_squared_error: 31.3307 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 496.9941 - mean_squared_error: 496.9941 - val_loss: 46.3814 - val_mean_squared_error: 46.3814 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 453.2153 - mean_squared_error: 453.2153 - val_loss: 46.0333 - val_mean_squared_error: 46.0333 Epoch 19/30 81/81 [==============================] - 5s 66ms/step - loss: 451.1082 - mean_squared_error: 451.1082 - val_loss: 38.3482 - val_mean_squared_error: 38.3482 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 464.4918 - mean_squared_error: 464.4918 - val_loss: 22.9377 - val_mean_squared_error: 22.9377 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 470.7010 - mean_squared_error: 470.7010 - val_loss: 53.2233 - val_mean_squared_error: 53.2233 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 457.5038 - mean_squared_error: 457.5038 - val_loss: 475.9851 - val_mean_squared_error: 475.9851 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 462.9467 - mean_squared_error: 462.9467 - val_loss: 305.7609 - val_mean_squared_error: 305.7609 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 425.4288 - mean_squared_error: 425.4288 - val_loss: 119.1852 - val_mean_squared_error: 119.1852 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 471.8847 - mean_squared_error: 471.8847 - val_loss: 44.6972 - val_mean_squared_error: 44.6972 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 451.3706 - mean_squared_error: 451.3706 - val_loss: 36.7028 - val_mean_squared_error: 36.7028 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 437.6870 - mean_squared_error: 437.6870 - val_loss: 36.4222 - val_mean_squared_error: 36.4222 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 482.5716 - mean_squared_error: 482.5716 - val_loss: 52.9251 - val_mean_squared_error: 52.9251 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 447.8647 - mean_squared_error: 447.8647 - val_loss: 32.3566 - val_mean_squared_error: 32.3566 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 413.6073 - mean_squared_error: 413.6073 - val_loss: 50.7167 - val_mean_squared_error: 50.7167
2022-12-10 14:28:19.654784: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:19.808059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:20.150935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:20.489882: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/30
2022-12-10 14:28:24.220741: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:24.771875: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:25.288470: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:25.848277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:27.009861: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:27.993499: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:28.955359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4891.1279 - mean_squared_error: 4891.1279
2022-12-10 14:28:45.709072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:45.891673: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:46.259589: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:28:46.600394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 26s 237ms/step - loss: 4891.1279 - mean_squared_error: 4891.1279 - val_loss: 693.4742 - val_mean_squared_error: 693.4742 Epoch 2/30 81/81 [==============================] - 5s 58ms/step - loss: 2469.3186 - mean_squared_error: 2469.3186 - val_loss: 21.2934 - val_mean_squared_error: 21.2934 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1110.1339 - mean_squared_error: 1110.1339 - val_loss: 433.0280 - val_mean_squared_error: 433.0280 Epoch 4/30 81/81 [==============================] - 4s 55ms/step - loss: 520.6021 - mean_squared_error: 520.6021 - val_loss: 1216.3286 - val_mean_squared_error: 1216.3285 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 144.3042 - mean_squared_error: 144.3042 - val_loss: 181.8577 - val_mean_squared_error: 181.8577 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 83.3391 - mean_squared_error: 83.3391 - val_loss: 86.0179 - val_mean_squared_error: 86.0179 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 78.7031 - mean_squared_error: 78.7031 - val_loss: 504.1068 - val_mean_squared_error: 504.1068 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 74.6137 - mean_squared_error: 74.6137 - val_loss: 339.4978 - val_mean_squared_error: 339.4978 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 62.3065 - mean_squared_error: 62.3065 - val_loss: 262.1056 - val_mean_squared_error: 262.1056 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 65.7329 - mean_squared_error: 65.7329 - val_loss: 112.9547 - val_mean_squared_error: 112.9547 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 60.1641 - mean_squared_error: 60.1641 - val_loss: 78.2811 - val_mean_squared_error: 78.2811 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 61.3885 - mean_squared_error: 61.3885 - val_loss: 78.7228 - val_mean_squared_error: 78.7228 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 55.4979 - mean_squared_error: 55.4979 - val_loss: 132.8994 - val_mean_squared_error: 132.8994 Epoch 14/30 81/81 [==============================] - 4s 51ms/step - loss: 57.0898 - mean_squared_error: 57.0898 - val_loss: 75.8642 - val_mean_squared_error: 75.8642 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 46.7522 - mean_squared_error: 46.7522 - val_loss: 48.9194 - val_mean_squared_error: 48.9194 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 46.4436 - mean_squared_error: 46.4436 - val_loss: 86.9603 - val_mean_squared_error: 86.9603 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 50.6496 - mean_squared_error: 50.6496 - val_loss: 96.9564 - val_mean_squared_error: 96.9564 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 49.5538 - mean_squared_error: 49.5538 - val_loss: 153.0747 - val_mean_squared_error: 153.0747 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 45.0359 - mean_squared_error: 45.0359 - val_loss: 190.7943 - val_mean_squared_error: 190.7943 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 52.4507 - mean_squared_error: 52.4507 - val_loss: 45.2625 - val_mean_squared_error: 45.2625 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 44.6798 - mean_squared_error: 44.6798 - val_loss: 85.2939 - val_mean_squared_error: 85.2939 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 50.6030 - mean_squared_error: 50.6030 - val_loss: 102.3907 - val_mean_squared_error: 102.3907 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 43.3903 - mean_squared_error: 43.3903 - val_loss: 123.9245 - val_mean_squared_error: 123.9245 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 41.7766 - mean_squared_error: 41.7766 - val_loss: 67.4433 - val_mean_squared_error: 67.4433 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 38.1914 - mean_squared_error: 38.1914 - val_loss: 35.2097 - val_mean_squared_error: 35.2097 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 39.3669 - mean_squared_error: 39.3669 - val_loss: 63.9198 - val_mean_squared_error: 63.9198 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 44.4026 - mean_squared_error: 44.4026 - val_loss: 51.1859 - val_mean_squared_error: 51.1859 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 44.0910 - mean_squared_error: 44.0910 - val_loss: 146.2450 - val_mean_squared_error: 146.2450 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 41.2275 - mean_squared_error: 41.2275 - val_loss: 44.7991 - val_mean_squared_error: 44.7991 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 45.4500 - mean_squared_error: 45.4500 - val_loss: 45.6758 - val_mean_squared_error: 45.6758
2022-12-10 14:30:42.553028: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:42.716899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:43.068245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:43.452607: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.01730930043753344 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/30
2022-12-10 14:30:47.584486: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:48.168729: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:48.749245: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:49.376077: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:50.637677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:51.595628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:30:52.556106: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4654.6519 - mean_squared_error: 4654.6519
2022-12-10 14:31:09.506750: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:31:09.681670: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:31:10.036053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:31:10.379336: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 244ms/step - loss: 4654.6519 - mean_squared_error: 4654.6519 - val_loss: 313.3546 - val_mean_squared_error: 313.3546 Epoch 2/30 81/81 [==============================] - 5s 58ms/step - loss: 3010.2776 - mean_squared_error: 3010.2776 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 54ms/step - loss: 1675.6102 - mean_squared_error: 1675.6102 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 1326.0719 - mean_squared_error: 1326.0719 - val_loss: 66.4478 - val_mean_squared_error: 66.4478 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 1189.3916 - mean_squared_error: 1189.3916 - val_loss: 2495.4067 - val_mean_squared_error: 2495.4067 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 951.2727 - mean_squared_error: 951.2727 - val_loss: 3070.3911 - val_mean_squared_error: 3070.3911 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 877.2443 - mean_squared_error: 877.2443 - val_loss: 3144.8850 - val_mean_squared_error: 3144.8850 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 881.5599 - mean_squared_error: 881.5599 - val_loss: 2273.2942 - val_mean_squared_error: 2273.2942 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 850.9595 - mean_squared_error: 850.9595 - val_loss: 998.8085 - val_mean_squared_error: 998.8085 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 861.2327 - mean_squared_error: 861.2327 - val_loss: 712.3980 - val_mean_squared_error: 712.3980 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 865.4328 - mean_squared_error: 865.4328 - val_loss: 561.8154 - val_mean_squared_error: 561.8154 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 851.6025 - mean_squared_error: 851.6025 - val_loss: 489.1083 - val_mean_squared_error: 489.1083 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 836.8016 - mean_squared_error: 836.8016 - val_loss: 250.2888 - val_mean_squared_error: 250.2888 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 855.5115 - mean_squared_error: 855.5115 - val_loss: 336.9665 - val_mean_squared_error: 336.9665 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 804.6198 - mean_squared_error: 804.6198 - val_loss: 492.1039 - val_mean_squared_error: 492.1039 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 822.9174 - mean_squared_error: 822.9174 - val_loss: 230.9346 - val_mean_squared_error: 230.9346 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 647.8257 - mean_squared_error: 647.8257 - val_loss: 131.5484 - val_mean_squared_error: 131.5484 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 638.6566 - mean_squared_error: 638.6566 - val_loss: 50.0238 - val_mean_squared_error: 50.0238 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 628.9346 - mean_squared_error: 628.9346 - val_loss: 128.2759 - val_mean_squared_error: 128.2759 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 626.1304 - mean_squared_error: 626.1304 - val_loss: 97.2612 - val_mean_squared_error: 97.2612 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 671.4176 - mean_squared_error: 671.4176 - val_loss: 74.8204 - val_mean_squared_error: 74.8204 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 619.9907 - mean_squared_error: 619.9907 - val_loss: 130.0828 - val_mean_squared_error: 130.0828 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 611.5923 - mean_squared_error: 611.5923 - val_loss: 193.9242 - val_mean_squared_error: 193.9242 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 623.1651 - mean_squared_error: 623.1651 - val_loss: 68.3062 - val_mean_squared_error: 68.3062 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 608.5746 - mean_squared_error: 608.5746 - val_loss: 41.2427 - val_mean_squared_error: 41.2427 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 674.5380 - mean_squared_error: 674.5380 - val_loss: 155.2151 - val_mean_squared_error: 155.2151 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 679.9686 - mean_squared_error: 679.9686 - val_loss: 58.2949 - val_mean_squared_error: 58.2949 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 652.1692 - mean_squared_error: 652.1692 - val_loss: 51.5167 - val_mean_squared_error: 51.5167 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 573.2563 - mean_squared_error: 573.2563 - val_loss: 45.2154 - val_mean_squared_error: 45.2154 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 440.1084 - mean_squared_error: 440.1084 - val_loss: 59.7207 - val_mean_squared_error: 59.7207
2022-12-10 14:33:05.900113: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:06.075393: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:06.442054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:06.819199: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:33:09.872641: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:10.428743: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:11.033447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:11.721859: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:12.997661: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:14.043180: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:15.016874: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4840.1934 - mean_squared_error: 4840.1934
2022-12-10 14:33:32.221387: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:32.411219: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:32.760275: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:33:33.125075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 249ms/step - loss: 4840.1934 - mean_squared_error: 4840.1934 - val_loss: 1751.0527 - val_mean_squared_error: 1751.0527 Epoch 2/30 81/81 [==============================] - 5s 59ms/step - loss: 2437.9128 - mean_squared_error: 2437.9128 - val_loss: 28.4396 - val_mean_squared_error: 28.4396 Epoch 3/30 81/81 [==============================] - 5s 68ms/step - loss: 1415.9978 - mean_squared_error: 1415.9978 - val_loss: 293.2882 - val_mean_squared_error: 293.2882 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 970.6183 - mean_squared_error: 970.6183 - val_loss: 30.2570 - val_mean_squared_error: 30.2570 Epoch 5/30 81/81 [==============================] - 4s 52ms/step - loss: 725.2334 - mean_squared_error: 725.2334 - val_loss: 373.5099 - val_mean_squared_error: 373.5099 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 497.5864 - mean_squared_error: 497.5864 - val_loss: 393.1233 - val_mean_squared_error: 393.1233 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 210.4400 - mean_squared_error: 210.4400 - val_loss: 177.7729 - val_mean_squared_error: 177.7729 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 155.0977 - mean_squared_error: 155.0977 - val_loss: 27.6648 - val_mean_squared_error: 27.6648 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 145.1187 - mean_squared_error: 145.1187 - val_loss: 37.3906 - val_mean_squared_error: 37.3906 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 126.7784 - mean_squared_error: 126.7784 - val_loss: 93.3294 - val_mean_squared_error: 93.3293 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 116.3365 - mean_squared_error: 116.3365 - val_loss: 32.4620 - val_mean_squared_error: 32.4620 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 109.8004 - mean_squared_error: 109.8004 - val_loss: 23.2196 - val_mean_squared_error: 23.2196 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 93.4144 - mean_squared_error: 93.4144 - val_loss: 25.6580 - val_mean_squared_error: 25.6580 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 92.1277 - mean_squared_error: 92.1277 - val_loss: 28.0424 - val_mean_squared_error: 28.0424 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 81.1081 - mean_squared_error: 81.1081 - val_loss: 108.0173 - val_mean_squared_error: 108.0173 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 82.1879 - mean_squared_error: 82.1879 - val_loss: 95.5557 - val_mean_squared_error: 95.5557 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 69.2026 - mean_squared_error: 69.2026 - val_loss: 84.8037 - val_mean_squared_error: 84.8037 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 66.5574 - mean_squared_error: 66.5574 - val_loss: 36.9274 - val_mean_squared_error: 36.9274 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 68.2157 - mean_squared_error: 68.2157 - val_loss: 45.8554 - val_mean_squared_error: 45.8554 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 61.5484 - mean_squared_error: 61.5484 - val_loss: 38.8926 - val_mean_squared_error: 38.8926 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 59.1239 - mean_squared_error: 59.1239 - val_loss: 135.1343 - val_mean_squared_error: 135.1343 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 58.4345 - mean_squared_error: 58.4345 - val_loss: 177.9602 - val_mean_squared_error: 177.9602 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 47.7365 - mean_squared_error: 47.7365 - val_loss: 78.6823 - val_mean_squared_error: 78.6823 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 55.7810 - mean_squared_error: 55.7810 - val_loss: 55.5737 - val_mean_squared_error: 55.5737 Epoch 25/30 81/81 [==============================] - 5s 57ms/step - loss: 55.2173 - mean_squared_error: 55.2173 - val_loss: 35.7460 - val_mean_squared_error: 35.7460 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 60.0791 - mean_squared_error: 60.0791 - val_loss: 54.2875 - val_mean_squared_error: 54.2875 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 49.7129 - mean_squared_error: 49.7129 - val_loss: 122.5456 - val_mean_squared_error: 122.5456 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 55.6690 - mean_squared_error: 55.6690 - val_loss: 78.3760 - val_mean_squared_error: 78.3760 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 52.6091 - mean_squared_error: 52.6091 - val_loss: 134.3394 - val_mean_squared_error: 134.3394 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 47.7923 - mean_squared_error: 47.7923 - val_loss: 102.7388 - val_mean_squared_error: 102.7388
2022-12-10 14:35:29.556416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:29.714372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:30.073468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:30.430697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 14:35:34.312525: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:34.987847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:35.557710: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:36.178662: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:37.381905: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:38.399634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:39.409566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4753.5420 - mean_squared_error: 4753.5420
2022-12-10 14:35:56.789870: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:56.988793: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:57.346638: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:35:57.742128: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 251ms/step - loss: 4753.5420 - mean_squared_error: 4753.5420 - val_loss: 829.6358 - val_mean_squared_error: 829.6358 Epoch 2/30 81/81 [==============================] - 5s 65ms/step - loss: 2806.2900 - mean_squared_error: 2806.2900 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 62ms/step - loss: 1722.1857 - mean_squared_error: 1722.1857 - val_loss: 67.0483 - val_mean_squared_error: 67.0483 Epoch 4/30 81/81 [==============================] - 5s 57ms/step - loss: 1476.0624 - mean_squared_error: 1476.0624 - val_loss: 49.9705 - val_mean_squared_error: 49.9705 Epoch 5/30 81/81 [==============================] - 4s 56ms/step - loss: 1505.0125 - mean_squared_error: 1505.0125 - val_loss: 80.1295 - val_mean_squared_error: 80.1295 Epoch 6/30 81/81 [==============================] - 4s 54ms/step - loss: 1493.1154 - mean_squared_error: 1493.1154 - val_loss: 199.7690 - val_mean_squared_error: 199.7690 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 1466.5608 - mean_squared_error: 1466.5608 - val_loss: 376.9978 - val_mean_squared_error: 376.9978 Epoch 8/30 81/81 [==============================] - 4s 52ms/step - loss: 1448.2111 - mean_squared_error: 1448.2111 - val_loss: 180.4581 - val_mean_squared_error: 180.4581 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 1468.9508 - mean_squared_error: 1468.9508 - val_loss: 281.7647 - val_mean_squared_error: 281.7647 Epoch 10/30 81/81 [==============================] - 4s 54ms/step - loss: 1498.1599 - mean_squared_error: 1498.1599 - val_loss: 359.5197 - val_mean_squared_error: 359.5197 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 1515.4429 - mean_squared_error: 1515.4429 - val_loss: 255.2059 - val_mean_squared_error: 255.2059 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 1495.8177 - mean_squared_error: 1495.8177 - val_loss: 728.0601 - val_mean_squared_error: 728.0601 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 1501.5637 - mean_squared_error: 1501.5637 - val_loss: 88.6075 - val_mean_squared_error: 88.6075 Epoch 14/30 81/81 [==============================] - 4s 52ms/step - loss: 1464.2330 - mean_squared_error: 1464.2330 - val_loss: 233.5101 - val_mean_squared_error: 233.5101 Epoch 15/30 81/81 [==============================] - 4s 52ms/step - loss: 1428.8214 - mean_squared_error: 1428.8214 - val_loss: 3016.3940 - val_mean_squared_error: 3016.3940 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 1488.0933 - mean_squared_error: 1488.0933 - val_loss: 719.2471 - val_mean_squared_error: 719.2471 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 1435.3020 - mean_squared_error: 1435.3020 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 1461.6057 - mean_squared_error: 1461.6057 - val_loss: 498.9319 - val_mean_squared_error: 498.9319 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 1416.1809 - mean_squared_error: 1416.1809 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 1313.7565 - mean_squared_error: 1313.7565 - val_loss: 250.1388 - val_mean_squared_error: 250.1388 Epoch 21/30 81/81 [==============================] - 4s 51ms/step - loss: 1179.1440 - mean_squared_error: 1179.1440 - val_loss: 2514.6128 - val_mean_squared_error: 2514.6128 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 814.2954 - mean_squared_error: 814.2954 - val_loss: 104.8783 - val_mean_squared_error: 104.8783 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 699.4413 - mean_squared_error: 699.4413 - val_loss: 127.4964 - val_mean_squared_error: 127.4964 Epoch 24/30 81/81 [==============================] - 4s 51ms/step - loss: 687.4351 - mean_squared_error: 687.4351 - val_loss: 147.0839 - val_mean_squared_error: 147.0839 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 666.4642 - mean_squared_error: 666.4642 - val_loss: 12.6026 - val_mean_squared_error: 12.6026 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 646.7369 - mean_squared_error: 646.7369 - val_loss: 29.8407 - val_mean_squared_error: 29.8407 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 643.7519 - mean_squared_error: 643.7519 - val_loss: 35.0168 - val_mean_squared_error: 35.0168 Epoch 28/30 81/81 [==============================] - 4s 51ms/step - loss: 632.3963 - mean_squared_error: 632.3963 - val_loss: 66.0249 - val_mean_squared_error: 66.0249 Epoch 29/30 81/81 [==============================] - 4s 53ms/step - loss: 640.9204 - mean_squared_error: 640.9204 - val_loss: 57.2495 - val_mean_squared_error: 57.2495 Epoch 30/30 81/81 [==============================] - 4s 52ms/step - loss: 646.9761 - mean_squared_error: 646.9761 - val_loss: 88.1351 - val_mean_squared_error: 88.1351
2022-12-10 14:38:04.033880: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:04.235548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:04.661931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:05.095819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 14:38:08.967900: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:09.563290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:10.185225: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:10.760747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:12.123674: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:13.187198: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:14.227889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4740.0005 - mean_squared_error: 4740.0005
2022-12-10 14:38:31.319422: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:31.524749: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:31.889231: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:38:32.247485: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 26s 244ms/step - loss: 4740.0005 - mean_squared_error: 4740.0005 - val_loss: 987.7871 - val_mean_squared_error: 987.7871 Epoch 2/30 81/81 [==============================] - 5s 66ms/step - loss: 2330.7632 - mean_squared_error: 2330.7632 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 51ms/step - loss: 1064.7366 - mean_squared_error: 1064.7366 - val_loss: 680.9679 - val_mean_squared_error: 680.9679 Epoch 4/30 81/81 [==============================] - 4s 49ms/step - loss: 450.9837 - mean_squared_error: 450.9837 - val_loss: 249.3741 - val_mean_squared_error: 249.3741 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 444.2501 - mean_squared_error: 444.2501 - val_loss: 112.1973 - val_mean_squared_error: 112.1973 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 250.2583 - mean_squared_error: 250.2583 - val_loss: 65.3015 - val_mean_squared_error: 65.3015 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 80.6136 - mean_squared_error: 80.6136 - val_loss: 19.9693 - val_mean_squared_error: 19.9693 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 72.8128 - mean_squared_error: 72.8128 - val_loss: 31.6279 - val_mean_squared_error: 31.6279 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 74.3576 - mean_squared_error: 74.3576 - val_loss: 73.8418 - val_mean_squared_error: 73.8418 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 63.4752 - mean_squared_error: 63.4752 - val_loss: 128.1077 - val_mean_squared_error: 128.1077 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 61.2744 - mean_squared_error: 61.2744 - val_loss: 87.0282 - val_mean_squared_error: 87.0282 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 62.2931 - mean_squared_error: 62.2931 - val_loss: 71.7189 - val_mean_squared_error: 71.7189 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 55.3336 - mean_squared_error: 55.3336 - val_loss: 82.2727 - val_mean_squared_error: 82.2727 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 63.0552 - mean_squared_error: 63.0552 - val_loss: 132.5860 - val_mean_squared_error: 132.5860 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 54.1389 - mean_squared_error: 54.1389 - val_loss: 28.7303 - val_mean_squared_error: 28.7303 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 57.2301 - mean_squared_error: 57.2301 - val_loss: 117.4992 - val_mean_squared_error: 117.4992 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 52.8533 - mean_squared_error: 52.8533 - val_loss: 32.7235 - val_mean_squared_error: 32.7235 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 49.1703 - mean_squared_error: 49.1703 - val_loss: 132.3444 - val_mean_squared_error: 132.3444 Epoch 19/30 81/81 [==============================] - 4s 43ms/step - loss: 44.1918 - mean_squared_error: 44.1918 - val_loss: 49.4716 - val_mean_squared_error: 49.4716 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 44.6151 - mean_squared_error: 44.6151 - val_loss: 171.6167 - val_mean_squared_error: 171.6167 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 47.2320 - mean_squared_error: 47.2320 - val_loss: 49.4964 - val_mean_squared_error: 49.4964 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 44.6948 - mean_squared_error: 44.6948 - val_loss: 185.6622 - val_mean_squared_error: 185.6622 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 42.2787 - mean_squared_error: 42.2787 - val_loss: 75.7682 - val_mean_squared_error: 75.7682 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 45.1065 - mean_squared_error: 45.1065 - val_loss: 73.0686 - val_mean_squared_error: 73.0686 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 60.5017 - mean_squared_error: 60.5017 - val_loss: 45.3330 - val_mean_squared_error: 45.3330 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 48.5773 - mean_squared_error: 48.5773 - val_loss: 185.6006 - val_mean_squared_error: 185.6006 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 40.7783 - mean_squared_error: 40.7783 - val_loss: 57.0602 - val_mean_squared_error: 57.0602 Epoch 28/30 81/81 [==============================] - 4s 43ms/step - loss: 42.8583 - mean_squared_error: 42.8583 - val_loss: 116.3109 - val_mean_squared_error: 116.3109 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 36.7212 - mean_squared_error: 36.7212 - val_loss: 202.7436 - val_mean_squared_error: 202.7436 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 42.8390 - mean_squared_error: 42.8390 - val_loss: 46.4422 - val_mean_squared_error: 46.4422
2022-12-10 14:40:22.177146: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:22.376600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:22.744883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:23.134698: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:40:27.283689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:27.937672: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:28.619467: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:29.262769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:30.699926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:31.767115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:32.969159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4832.4170 - mean_squared_error: 4832.4170
2022-12-10 14:40:51.842308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:52.066744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:52.438290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:40:52.820262: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 270ms/step - loss: 4832.4170 - mean_squared_error: 4832.4170 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 62ms/step - loss: 2455.2495 - mean_squared_error: 2455.2495 - val_loss: 30.8054 - val_mean_squared_error: 30.8054 Epoch 3/30 81/81 [==============================] - 4s 52ms/step - loss: 1294.0306 - mean_squared_error: 1294.0306 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 5s 56ms/step - loss: 1144.1650 - mean_squared_error: 1144.1650 - val_loss: 2837.5759 - val_mean_squared_error: 2837.5759 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 965.3452 - mean_squared_error: 965.3452 - val_loss: 1196.9275 - val_mean_squared_error: 1196.9275 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 918.4578 - mean_squared_error: 918.4578 - val_loss: 866.3276 - val_mean_squared_error: 866.3276 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 740.4190 - mean_squared_error: 740.4190 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 343.4218 - mean_squared_error: 343.4218 - val_loss: 4621.3389 - val_mean_squared_error: 4621.3389 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 107.5304 - mean_squared_error: 107.5304 - val_loss: 35.9342 - val_mean_squared_error: 35.9342 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 84.1717 - mean_squared_error: 84.1717 - val_loss: 31.6727 - val_mean_squared_error: 31.6727 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 74.1116 - mean_squared_error: 74.1116 - val_loss: 79.2669 - val_mean_squared_error: 79.2669 Epoch 12/30 81/81 [==============================] - 4s 52ms/step - loss: 66.6934 - mean_squared_error: 66.6934 - val_loss: 360.9950 - val_mean_squared_error: 360.9950 Epoch 13/30 81/81 [==============================] - 4s 53ms/step - loss: 61.7781 - mean_squared_error: 61.7781 - val_loss: 173.1185 - val_mean_squared_error: 173.1184 Epoch 14/30 81/81 [==============================] - 4s 55ms/step - loss: 62.4225 - mean_squared_error: 62.4225 - val_loss: 42.4465 - val_mean_squared_error: 42.4465 Epoch 15/30 81/81 [==============================] - 4s 54ms/step - loss: 56.9425 - mean_squared_error: 56.9425 - val_loss: 28.0281 - val_mean_squared_error: 28.0281 Epoch 16/30 81/81 [==============================] - 4s 52ms/step - loss: 56.7209 - mean_squared_error: 56.7209 - val_loss: 42.3784 - val_mean_squared_error: 42.3784 Epoch 17/30 81/81 [==============================] - 4s 51ms/step - loss: 49.8071 - mean_squared_error: 49.8071 - val_loss: 107.8910 - val_mean_squared_error: 107.8910 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 45.1292 - mean_squared_error: 45.1292 - val_loss: 49.6886 - val_mean_squared_error: 49.6886 Epoch 19/30 81/81 [==============================] - 5s 57ms/step - loss: 53.6003 - mean_squared_error: 53.6003 - val_loss: 130.2154 - val_mean_squared_error: 130.2154 Epoch 20/30 81/81 [==============================] - 5s 66ms/step - loss: 45.4919 - mean_squared_error: 45.4919 - val_loss: 141.5516 - val_mean_squared_error: 141.5515 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 40.9810 - mean_squared_error: 40.9810 - val_loss: 40.1417 - val_mean_squared_error: 40.1417 Epoch 22/30 81/81 [==============================] - 4s 53ms/step - loss: 48.3290 - mean_squared_error: 48.3290 - val_loss: 54.9765 - val_mean_squared_error: 54.9765 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 42.2796 - mean_squared_error: 42.2796 - val_loss: 25.3381 - val_mean_squared_error: 25.3381 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 42.3390 - mean_squared_error: 42.3390 - val_loss: 181.2869 - val_mean_squared_error: 181.2869 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 45.0755 - mean_squared_error: 45.0755 - val_loss: 41.1487 - val_mean_squared_error: 41.1487 Epoch 26/30 81/81 [==============================] - 4s 49ms/step - loss: 46.6226 - mean_squared_error: 46.6226 - val_loss: 52.8853 - val_mean_squared_error: 52.8853 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 48.5993 - mean_squared_error: 48.5993 - val_loss: 58.2573 - val_mean_squared_error: 58.2573 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 42.2832 - mean_squared_error: 42.2832 - val_loss: 33.1626 - val_mean_squared_error: 33.1626 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 39.5215 - mean_squared_error: 39.5215 - val_loss: 31.9757 - val_mean_squared_error: 31.9757 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 49.1984 - mean_squared_error: 49.1984 - val_loss: 68.7478 - val_mean_squared_error: 68.7478
2022-12-10 14:42:55.107844: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:42:55.293915: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:42:55.690446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:42:56.117159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 3 best_solution : [0 1 1 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 1 0 1 1 1 1 1 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 1 1 0 0 0 0 1 1 0] Selected indices : [ 1 2 3 4 6 7 12 14 15 17 22 25 28 31 33 34 35 36 37 38 41 45 49 50 58 59 60 61 62 67 68 69 72 73 78 79] Number of selected elements : 36 Best solution fitness : 0.01640273949278811 Generation: 7 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 40) (286, 40) Epoch 1/30
2022-12-10 14:43:01.205812: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:02.122535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:02.986907: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:03.873678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:05.643282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:07.080268: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:08.440628: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4693.1504 - mean_squared_error: 4693.1504
2022-12-10 14:43:29.328148: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:29.553941: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:30.024737: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:43:30.450184: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 34s 300ms/step - loss: 4693.1504 - mean_squared_error: 4693.1504 - val_loss: 583.4096 - val_mean_squared_error: 583.4096 Epoch 2/30 81/81 [==============================] - 6s 68ms/step - loss: 2462.4922 - mean_squared_error: 2462.4922 - val_loss: 30.8090 - val_mean_squared_error: 30.8090 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1434.2460 - mean_squared_error: 1434.2460 - val_loss: 522.1234 - val_mean_squared_error: 522.1234 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 740.1835 - mean_squared_error: 740.1835 - val_loss: 1203.1879 - val_mean_squared_error: 1203.1879 Epoch 5/30 81/81 [==============================] - 5s 56ms/step - loss: 461.4100 - mean_squared_error: 461.4100 - val_loss: 25.0378 - val_mean_squared_error: 25.0378 Epoch 6/30 81/81 [==============================] - 4s 52ms/step - loss: 584.7160 - mean_squared_error: 584.7160 - val_loss: 1552.4868 - val_mean_squared_error: 1552.4868 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 547.9899 - mean_squared_error: 547.9899 - val_loss: 3940.8303 - val_mean_squared_error: 3940.8303 Epoch 8/30 81/81 [==============================] - 4s 52ms/step - loss: 191.7232 - mean_squared_error: 191.7232 - val_loss: 1309.9093 - val_mean_squared_error: 1309.9093 Epoch 9/30 81/81 [==============================] - 4s 54ms/step - loss: 103.3075 - mean_squared_error: 103.3075 - val_loss: 392.1582 - val_mean_squared_error: 392.1582 Epoch 10/30 81/81 [==============================] - 4s 53ms/step - loss: 84.7332 - mean_squared_error: 84.7332 - val_loss: 58.4584 - val_mean_squared_error: 58.4584 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 62.9673 - mean_squared_error: 62.9673 - val_loss: 303.3745 - val_mean_squared_error: 303.3745 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 59.8947 - mean_squared_error: 59.8947 - val_loss: 207.1660 - val_mean_squared_error: 207.1660 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 59.2136 - mean_squared_error: 59.2136 - val_loss: 416.6217 - val_mean_squared_error: 416.6217 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 56.9089 - mean_squared_error: 56.9089 - val_loss: 594.5051 - val_mean_squared_error: 594.5051 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 48.4278 - mean_squared_error: 48.4278 - val_loss: 683.1398 - val_mean_squared_error: 683.1398 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 47.2203 - mean_squared_error: 47.2203 - val_loss: 387.2607 - val_mean_squared_error: 387.2607 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 50.1964 - mean_squared_error: 50.1964 - val_loss: 460.7036 - val_mean_squared_error: 460.7036 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 46.6896 - mean_squared_error: 46.6896 - val_loss: 624.8023 - val_mean_squared_error: 624.8023 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 58.5823 - mean_squared_error: 58.5823 - val_loss: 781.1123 - val_mean_squared_error: 781.1123 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 50.2177 - mean_squared_error: 50.2177 - val_loss: 278.5458 - val_mean_squared_error: 278.5458 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 45.3678 - mean_squared_error: 45.3678 - val_loss: 132.1682 - val_mean_squared_error: 132.1682 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 47.6977 - mean_squared_error: 47.6977 - val_loss: 343.6918 - val_mean_squared_error: 343.6918 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 46.2923 - mean_squared_error: 46.2923 - val_loss: 51.4296 - val_mean_squared_error: 51.4296 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 46.2924 - mean_squared_error: 46.2924 - val_loss: 583.1808 - val_mean_squared_error: 583.1808 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 46.2023 - mean_squared_error: 46.2023 - val_loss: 394.7116 - val_mean_squared_error: 394.7116 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 45.4157 - mean_squared_error: 45.4157 - val_loss: 366.7404 - val_mean_squared_error: 366.7404 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 51.9153 - mean_squared_error: 51.9153 - val_loss: 71.4255 - val_mean_squared_error: 71.4255 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 48.6908 - mean_squared_error: 48.6908 - val_loss: 300.0135 - val_mean_squared_error: 300.0135 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 48.4573 - mean_squared_error: 48.4573 - val_loss: 491.6339 - val_mean_squared_error: 491.6339 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 49.7310 - mean_squared_error: 49.7310 - val_loss: 188.7962 - val_mean_squared_error: 188.7962
2022-12-10 14:45:30.157806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:30.364962: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:30.783509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:31.212783: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:45:34.366127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:34.922455: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:35.521207: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:36.135386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:37.393788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:38.506610: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:39.547624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4847.6450 - mean_squared_error: 4847.6450
2022-12-10 14:45:57.298317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:57.507685: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:57.844696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:45:58.211837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 257ms/step - loss: 4847.6450 - mean_squared_error: 4847.6450 - val_loss: 706.8440 - val_mean_squared_error: 706.8440 Epoch 2/30 81/81 [==============================] - 5s 61ms/step - loss: 2375.5498 - mean_squared_error: 2375.5498 - val_loss: 109.7221 - val_mean_squared_error: 109.7221 Epoch 3/30 81/81 [==============================] - 5s 56ms/step - loss: 1537.6737 - mean_squared_error: 1537.6737 - val_loss: 934.8500 - val_mean_squared_error: 934.8500 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 752.0259 - mean_squared_error: 752.0259 - val_loss: 1346.6930 - val_mean_squared_error: 1346.6930 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 351.3383 - mean_squared_error: 351.3383 - val_loss: 2963.7800 - val_mean_squared_error: 2963.7800 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 227.4449 - mean_squared_error: 227.4449 - val_loss: 691.7946 - val_mean_squared_error: 691.7946 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 166.5871 - mean_squared_error: 166.5871 - val_loss: 106.7559 - val_mean_squared_error: 106.7559 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 140.7456 - mean_squared_error: 140.7456 - val_loss: 121.5947 - val_mean_squared_error: 121.5947 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 119.9419 - mean_squared_error: 119.9419 - val_loss: 76.0743 - val_mean_squared_error: 76.0743 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 100.9864 - mean_squared_error: 100.9864 - val_loss: 62.5684 - val_mean_squared_error: 62.5684 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 99.6968 - mean_squared_error: 99.6968 - val_loss: 66.0064 - val_mean_squared_error: 66.0064 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 77.3102 - mean_squared_error: 77.3102 - val_loss: 99.6010 - val_mean_squared_error: 99.6010 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 76.0410 - mean_squared_error: 76.0410 - val_loss: 236.8391 - val_mean_squared_error: 236.8391 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 68.7626 - mean_squared_error: 68.7626 - val_loss: 163.8538 - val_mean_squared_error: 163.8538 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 66.9499 - mean_squared_error: 66.9499 - val_loss: 86.1959 - val_mean_squared_error: 86.1959 Epoch 16/30 81/81 [==============================] - 4s 51ms/step - loss: 61.2588 - mean_squared_error: 61.2588 - val_loss: 98.7881 - val_mean_squared_error: 98.7881 Epoch 17/30 81/81 [==============================] - 4s 52ms/step - loss: 70.4215 - mean_squared_error: 70.4215 - val_loss: 96.6478 - val_mean_squared_error: 96.6478 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 56.9113 - mean_squared_error: 56.9113 - val_loss: 53.8368 - val_mean_squared_error: 53.8368 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 63.8073 - mean_squared_error: 63.8073 - val_loss: 80.6576 - val_mean_squared_error: 80.6576 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 50.9163 - mean_squared_error: 50.9163 - val_loss: 67.9062 - val_mean_squared_error: 67.9062 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 56.2920 - mean_squared_error: 56.2920 - val_loss: 40.2476 - val_mean_squared_error: 40.2476 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 61.3218 - mean_squared_error: 61.3218 - val_loss: 70.3235 - val_mean_squared_error: 70.3235 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 51.4640 - mean_squared_error: 51.4640 - val_loss: 53.4966 - val_mean_squared_error: 53.4966 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 46.0908 - mean_squared_error: 46.0908 - val_loss: 81.1889 - val_mean_squared_error: 81.1889 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 50.4964 - mean_squared_error: 50.4964 - val_loss: 120.5880 - val_mean_squared_error: 120.5880 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 48.2445 - mean_squared_error: 48.2445 - val_loss: 216.1903 - val_mean_squared_error: 216.1903 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 53.1468 - mean_squared_error: 53.1468 - val_loss: 66.5849 - val_mean_squared_error: 66.5849 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 47.4251 - mean_squared_error: 47.4251 - val_loss: 46.9929 - val_mean_squared_error: 46.9929 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 48.7027 - mean_squared_error: 48.7027 - val_loss: 197.6030 - val_mean_squared_error: 197.6030 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 41.4169 - mean_squared_error: 41.4169 - val_loss: 92.4364 - val_mean_squared_error: 92.4364
2022-12-10 14:47:55.324439: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:47:55.475123: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:47:55.873543: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:47:56.278332: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 14:48:00.052220: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:00.584697: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:01.195717: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:01.831717: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:03.201054: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:04.251590: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:05.292966: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4806.8389 - mean_squared_error: 4806.8389
2022-12-10 14:48:24.680147: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:24.859905: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:25.239709: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:48:25.616372: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 29s 277ms/step - loss: 4806.8389 - mean_squared_error: 4806.8389 - val_loss: 588.3277 - val_mean_squared_error: 588.3277 Epoch 2/30 81/81 [==============================] - 5s 66ms/step - loss: 2435.0999 - mean_squared_error: 2435.0999 - val_loss: 45.9669 - val_mean_squared_error: 45.9669 Epoch 3/30 81/81 [==============================] - 4s 54ms/step - loss: 1282.2303 - mean_squared_error: 1282.2303 - val_loss: 445.0073 - val_mean_squared_error: 445.0073 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 994.3685 - mean_squared_error: 994.3685 - val_loss: 1476.6462 - val_mean_squared_error: 1476.6462 Epoch 5/30 81/81 [==============================] - 5s 57ms/step - loss: 570.6228 - mean_squared_error: 570.6228 - val_loss: 2004.5211 - val_mean_squared_error: 2004.5211 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 156.5716 - mean_squared_error: 156.5716 - val_loss: 1006.6135 - val_mean_squared_error: 1006.6135 Epoch 7/30 81/81 [==============================] - 5s 58ms/step - loss: 85.6836 - mean_squared_error: 85.6836 - val_loss: 51.4407 - val_mean_squared_error: 51.4407 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 71.7138 - mean_squared_error: 71.7138 - val_loss: 17.6182 - val_mean_squared_error: 17.6182 Epoch 9/30 81/81 [==============================] - 4s 54ms/step - loss: 72.5293 - mean_squared_error: 72.5293 - val_loss: 38.9871 - val_mean_squared_error: 38.9871 Epoch 10/30 81/81 [==============================] - 4s 54ms/step - loss: 60.7230 - mean_squared_error: 60.7230 - val_loss: 36.1367 - val_mean_squared_error: 36.1367 Epoch 11/30 81/81 [==============================] - 4s 53ms/step - loss: 56.8642 - mean_squared_error: 56.8642 - val_loss: 101.2281 - val_mean_squared_error: 101.2281 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 58.9866 - mean_squared_error: 58.9866 - val_loss: 26.4112 - val_mean_squared_error: 26.4112 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 54.4570 - mean_squared_error: 54.4570 - val_loss: 60.7045 - val_mean_squared_error: 60.7045 Epoch 14/30 81/81 [==============================] - 4s 51ms/step - loss: 49.2798 - mean_squared_error: 49.2798 - val_loss: 29.9791 - val_mean_squared_error: 29.9791 Epoch 15/30 81/81 [==============================] - 4s 55ms/step - loss: 48.6934 - mean_squared_error: 48.6934 - val_loss: 23.1483 - val_mean_squared_error: 23.1483 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 55.7086 - mean_squared_error: 55.7086 - val_loss: 23.5630 - val_mean_squared_error: 23.5630 Epoch 17/30 81/81 [==============================] - 4s 51ms/step - loss: 47.0573 - mean_squared_error: 47.0573 - val_loss: 34.3289 - val_mean_squared_error: 34.3289 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 50.0725 - mean_squared_error: 50.0725 - val_loss: 40.5649 - val_mean_squared_error: 40.5649 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 58.0698 - mean_squared_error: 58.0698 - val_loss: 17.4706 - val_mean_squared_error: 17.4706 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 51.1352 - mean_squared_error: 51.1352 - val_loss: 36.0932 - val_mean_squared_error: 36.0932 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 52.3479 - mean_squared_error: 52.3479 - val_loss: 41.7098 - val_mean_squared_error: 41.7098 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 43.3832 - mean_squared_error: 43.3832 - val_loss: 60.3478 - val_mean_squared_error: 60.3478 Epoch 23/30 81/81 [==============================] - 5s 57ms/step - loss: 43.0159 - mean_squared_error: 43.0159 - val_loss: 60.2617 - val_mean_squared_error: 60.2617 Epoch 24/30 81/81 [==============================] - 4s 50ms/step - loss: 43.3611 - mean_squared_error: 43.3611 - val_loss: 22.3838 - val_mean_squared_error: 22.3838 Epoch 25/30 81/81 [==============================] - 4s 51ms/step - loss: 56.9365 - mean_squared_error: 56.9365 - val_loss: 24.4303 - val_mean_squared_error: 24.4303 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 43.6583 - mean_squared_error: 43.6583 - val_loss: 22.6427 - val_mean_squared_error: 22.6427 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 46.2095 - mean_squared_error: 46.2095 - val_loss: 24.6460 - val_mean_squared_error: 24.6460 Epoch 28/30 81/81 [==============================] - 4s 51ms/step - loss: 36.0977 - mean_squared_error: 36.0977 - val_loss: 22.4292 - val_mean_squared_error: 22.4292 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 48.8331 - mean_squared_error: 48.8331 - val_loss: 46.3134 - val_mean_squared_error: 46.3134 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 42.4153 - mean_squared_error: 42.4153 - val_loss: 16.7900 - val_mean_squared_error: 16.7900
2022-12-10 14:50:32.143878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:32.300493: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:32.676953: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:33.055554: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 14:50:36.904155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:37.456317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:38.049130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:38.651892: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:39.945700: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:40.968038: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:42.016684: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4766.1353 - mean_squared_error: 4766.1353
2022-12-10 14:50:58.900030: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:59.096689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:59.470556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:50:59.835778: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 248ms/step - loss: 4766.1353 - mean_squared_error: 4766.1353 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 54ms/step - loss: 2242.4224 - mean_squared_error: 2242.4224 - val_loss: 474.7468 - val_mean_squared_error: 474.7468 Epoch 3/30 81/81 [==============================] - 4s 51ms/step - loss: 920.6868 - mean_squared_error: 920.6868 - val_loss: 777.3689 - val_mean_squared_error: 777.3689 Epoch 4/30 81/81 [==============================] - 4s 47ms/step - loss: 741.8026 - mean_squared_error: 741.8026 - val_loss: 192.2370 - val_mean_squared_error: 192.2370 Epoch 5/30 81/81 [==============================] - 6s 74ms/step - loss: 504.7817 - mean_squared_error: 504.7817 - val_loss: 74.7275 - val_mean_squared_error: 74.7275 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 361.0424 - mean_squared_error: 361.0424 - val_loss: 734.2517 - val_mean_squared_error: 734.2517 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 1043.8737 - mean_squared_error: 1043.8737 - val_loss: 288.6739 - val_mean_squared_error: 288.6739 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 187.4581 - mean_squared_error: 187.4581 - val_loss: 42.1251 - val_mean_squared_error: 42.1251 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 115.7889 - mean_squared_error: 115.7889 - val_loss: 261.0134 - val_mean_squared_error: 261.0134 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 105.4312 - mean_squared_error: 105.4312 - val_loss: 67.2945 - val_mean_squared_error: 67.2945 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 95.9326 - mean_squared_error: 95.9326 - val_loss: 34.9288 - val_mean_squared_error: 34.9288 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 80.2626 - mean_squared_error: 80.2626 - val_loss: 58.5816 - val_mean_squared_error: 58.5816 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 77.0566 - mean_squared_error: 77.0566 - val_loss: 33.1353 - val_mean_squared_error: 33.1353 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 74.7046 - mean_squared_error: 74.7046 - val_loss: 53.9578 - val_mean_squared_error: 53.9578 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 68.2483 - mean_squared_error: 68.2483 - val_loss: 27.8301 - val_mean_squared_error: 27.8301 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 68.8814 - mean_squared_error: 68.8814 - val_loss: 141.2016 - val_mean_squared_error: 141.2016 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 61.1817 - mean_squared_error: 61.1817 - val_loss: 41.9068 - val_mean_squared_error: 41.9068 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 57.5384 - mean_squared_error: 57.5384 - val_loss: 26.1515 - val_mean_squared_error: 26.1515 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 61.3276 - mean_squared_error: 61.3276 - val_loss: 50.6848 - val_mean_squared_error: 50.6848 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 58.7211 - mean_squared_error: 58.7211 - val_loss: 35.3100 - val_mean_squared_error: 35.3100 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 57.5818 - mean_squared_error: 57.5818 - val_loss: 44.8260 - val_mean_squared_error: 44.8260 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 55.4206 - mean_squared_error: 55.4206 - val_loss: 45.6223 - val_mean_squared_error: 45.6223 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 64.3273 - mean_squared_error: 64.3273 - val_loss: 39.1125 - val_mean_squared_error: 39.1125 Epoch 24/30 81/81 [==============================] - 4s 43ms/step - loss: 54.2964 - mean_squared_error: 54.2964 - val_loss: 102.6211 - val_mean_squared_error: 102.6211 Epoch 25/30 81/81 [==============================] - 4s 43ms/step - loss: 57.7351 - mean_squared_error: 57.7351 - val_loss: 96.2231 - val_mean_squared_error: 96.2231 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 55.3879 - mean_squared_error: 55.3879 - val_loss: 48.3016 - val_mean_squared_error: 48.3016 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 47.3478 - mean_squared_error: 47.3478 - val_loss: 41.9406 - val_mean_squared_error: 41.9406 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 58.2507 - mean_squared_error: 58.2507 - val_loss: 35.0511 - val_mean_squared_error: 35.0511 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 48.4867 - mean_squared_error: 48.4867 - val_loss: 50.7463 - val_mean_squared_error: 50.7463 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 50.0817 - mean_squared_error: 50.0817 - val_loss: 79.0477 - val_mean_squared_error: 79.0477
2022-12-10 14:52:51.579874: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:52:51.737133: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:52:52.125424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:52:52.542532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:52:56.330208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:52:56.884460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:52:57.504990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:52:58.175548: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:52:59.616739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:53:00.717150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:53:01.791742: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4813.9746 - mean_squared_error: 4813.9746
2022-12-10 14:53:20.009510: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:53:20.196273: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:53:20.576856: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:53:20.963933: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 28s 261ms/step - loss: 4813.9746 - mean_squared_error: 4813.9746 - val_loss: 724.9246 - val_mean_squared_error: 724.9246 Epoch 2/30 81/81 [==============================] - 5s 63ms/step - loss: 2844.2754 - mean_squared_error: 2844.2754 - val_loss: 25.7955 - val_mean_squared_error: 25.7955 Epoch 3/30 81/81 [==============================] - 5s 56ms/step - loss: 2561.0850 - mean_squared_error: 2561.0850 - val_loss: 219.1094 - val_mean_squared_error: 219.1094 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 1733.2823 - mean_squared_error: 1733.2823 - val_loss: 286.9472 - val_mean_squared_error: 286.9472 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 1523.3190 - mean_squared_error: 1523.3190 - val_loss: 364.7639 - val_mean_squared_error: 364.7639 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 1472.4556 - mean_squared_error: 1472.4556 - val_loss: 154.2589 - val_mean_squared_error: 154.2589 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 1413.3334 - mean_squared_error: 1413.3334 - val_loss: 55.0494 - val_mean_squared_error: 55.0494 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 1215.8339 - mean_squared_error: 1215.8339 - val_loss: 382.2376 - val_mean_squared_error: 382.2376 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 1134.7111 - mean_squared_error: 1134.7111 - val_loss: 403.0858 - val_mean_squared_error: 403.0858 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 1123.4791 - mean_squared_error: 1123.4791 - val_loss: 48.6697 - val_mean_squared_error: 48.6697 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 1025.8939 - mean_squared_error: 1025.8939 - val_loss: 19.5617 - val_mean_squared_error: 19.5617 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 1020.6021 - mean_squared_error: 1020.6021 - val_loss: 26.8789 - val_mean_squared_error: 26.8789 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 1096.5765 - mean_squared_error: 1096.5765 - val_loss: 78.2861 - val_mean_squared_error: 78.2861 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 1051.7959 - mean_squared_error: 1051.7959 - val_loss: 106.3771 - val_mean_squared_error: 106.3771 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 1056.5017 - mean_squared_error: 1056.5017 - val_loss: 197.5696 - val_mean_squared_error: 197.5696 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 1009.6835 - mean_squared_error: 1009.6835 - val_loss: 33.8071 - val_mean_squared_error: 33.8071 Epoch 17/30 81/81 [==============================] - 5s 58ms/step - loss: 1045.4934 - mean_squared_error: 1045.4934 - val_loss: 45.7806 - val_mean_squared_error: 45.7806 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 1038.6860 - mean_squared_error: 1038.6860 - val_loss: 24.8715 - val_mean_squared_error: 24.8715 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 996.5673 - mean_squared_error: 996.5673 - val_loss: 76.8413 - val_mean_squared_error: 76.8413 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 1036.4337 - mean_squared_error: 1036.4337 - val_loss: 248.3501 - val_mean_squared_error: 248.3501 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 1027.1781 - mean_squared_error: 1027.1781 - val_loss: 45.8083 - val_mean_squared_error: 45.8083 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 1041.0593 - mean_squared_error: 1041.0593 - val_loss: 46.1683 - val_mean_squared_error: 46.1683 Epoch 23/30 81/81 [==============================] - 4s 50ms/step - loss: 1005.9187 - mean_squared_error: 1005.9187 - val_loss: 48.8080 - val_mean_squared_error: 48.8080 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 1043.9094 - mean_squared_error: 1043.9094 - val_loss: 88.1279 - val_mean_squared_error: 88.1279 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 1054.4832 - mean_squared_error: 1054.4832 - val_loss: 38.2145 - val_mean_squared_error: 38.2145 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 964.7802 - mean_squared_error: 964.7802 - val_loss: 46.3574 - val_mean_squared_error: 46.3574 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 1048.4617 - mean_squared_error: 1048.4617 - val_loss: 163.0438 - val_mean_squared_error: 163.0438 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 1008.2086 - mean_squared_error: 1008.2086 - val_loss: 46.9384 - val_mean_squared_error: 46.9384 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 1010.7059 - mean_squared_error: 1010.7059 - val_loss: 36.1409 - val_mean_squared_error: 36.1409 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 1020.9162 - mean_squared_error: 1020.9162 - val_loss: 36.7235 - val_mean_squared_error: 36.7235
2022-12-10 14:55:17.923106: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:18.128726: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:18.494260: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:18.879691: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.03969034841247901 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 14:55:23.401682: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:23.913973: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:24.599939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:25.263509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:26.564144: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:27.636161: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:28.845760: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4818.5566 - mean_squared_error: 4818.5566
2022-12-10 14:55:48.154265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:48.321967: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:48.699125: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:55:49.097573: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 274ms/step - loss: 4818.5566 - mean_squared_error: 4818.5566 - val_loss: 268.9030 - val_mean_squared_error: 268.9030 Epoch 2/30 81/81 [==============================] - 5s 66ms/step - loss: 2814.3438 - mean_squared_error: 2814.3438 - val_loss: 298.5111 - val_mean_squared_error: 298.5111 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1561.6431 - mean_squared_error: 1561.6431 - val_loss: 1032.5828 - val_mean_squared_error: 1032.5828 Epoch 4/30 81/81 [==============================] - 5s 58ms/step - loss: 812.9288 - mean_squared_error: 812.9288 - val_loss: 2820.8066 - val_mean_squared_error: 2820.8066 Epoch 5/30 81/81 [==============================] - 5s 59ms/step - loss: 587.5179 - mean_squared_error: 587.5179 - val_loss: 1843.4503 - val_mean_squared_error: 1843.4503 Epoch 6/30 81/81 [==============================] - 5s 57ms/step - loss: 494.3360 - mean_squared_error: 494.3360 - val_loss: 1176.3201 - val_mean_squared_error: 1176.3201 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 213.3009 - mean_squared_error: 213.3009 - val_loss: 1585.4521 - val_mean_squared_error: 1585.4521 Epoch 8/30 81/81 [==============================] - 5s 59ms/step - loss: 123.1678 - mean_squared_error: 123.1678 - val_loss: 34.9497 - val_mean_squared_error: 34.9497 Epoch 9/30 81/81 [==============================] - 4s 53ms/step - loss: 93.6470 - mean_squared_error: 93.6470 - val_loss: 40.4164 - val_mean_squared_error: 40.4164 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 75.9562 - mean_squared_error: 75.9562 - val_loss: 17.9273 - val_mean_squared_error: 17.9273 Epoch 11/30 81/81 [==============================] - 4s 52ms/step - loss: 84.8316 - mean_squared_error: 84.8316 - val_loss: 43.0952 - val_mean_squared_error: 43.0951 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 64.2452 - mean_squared_error: 64.2452 - val_loss: 19.7446 - val_mean_squared_error: 19.7446 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 70.2102 - mean_squared_error: 70.2102 - val_loss: 16.9143 - val_mean_squared_error: 16.9143 Epoch 14/30 81/81 [==============================] - 8s 101ms/step - loss: 64.4391 - mean_squared_error: 64.4391 - val_loss: 82.4262 - val_mean_squared_error: 82.4262 Epoch 15/30 81/81 [==============================] - 4s 52ms/step - loss: 62.9204 - mean_squared_error: 62.9204 - val_loss: 17.5130 - val_mean_squared_error: 17.5130 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 52.1358 - mean_squared_error: 52.1358 - val_loss: 45.5943 - val_mean_squared_error: 45.5943 Epoch 17/30 81/81 [==============================] - 4s 51ms/step - loss: 60.7116 - mean_squared_error: 60.7116 - val_loss: 28.0169 - val_mean_squared_error: 28.0169 Epoch 18/30 81/81 [==============================] - 4s 52ms/step - loss: 56.9619 - mean_squared_error: 56.9619 - val_loss: 122.8742 - val_mean_squared_error: 122.8742 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 45.7528 - mean_squared_error: 45.7528 - val_loss: 39.8051 - val_mean_squared_error: 39.8051 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 54.1608 - mean_squared_error: 54.1608 - val_loss: 114.9048 - val_mean_squared_error: 114.9047 Epoch 21/30 81/81 [==============================] - 4s 52ms/step - loss: 47.7997 - mean_squared_error: 47.7997 - val_loss: 57.5456 - val_mean_squared_error: 57.5456 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 51.5041 - mean_squared_error: 51.5041 - val_loss: 18.7915 - val_mean_squared_error: 18.7915 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 46.7180 - mean_squared_error: 46.7180 - val_loss: 106.7131 - val_mean_squared_error: 106.7131 Epoch 24/30 81/81 [==============================] - 4s 50ms/step - loss: 51.6332 - mean_squared_error: 51.6332 - val_loss: 40.5462 - val_mean_squared_error: 40.5462 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 46.3608 - mean_squared_error: 46.3608 - val_loss: 96.6934 - val_mean_squared_error: 96.6934 Epoch 26/30 81/81 [==============================] - 4s 52ms/step - loss: 51.1392 - mean_squared_error: 51.1392 - val_loss: 90.7876 - val_mean_squared_error: 90.7876 Epoch 27/30 81/81 [==============================] - 4s 50ms/step - loss: 40.8858 - mean_squared_error: 40.8858 - val_loss: 73.7886 - val_mean_squared_error: 73.7886 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 47.1372 - mean_squared_error: 47.1372 - val_loss: 27.3294 - val_mean_squared_error: 27.3294 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 43.4438 - mean_squared_error: 43.4438 - val_loss: 13.9599 - val_mean_squared_error: 13.9599 Epoch 30/30 81/81 [==============================] - 4s 50ms/step - loss: 40.7301 - mean_squared_error: 40.7301 - val_loss: 53.6331 - val_mean_squared_error: 53.6331
2022-12-10 14:57:59.697114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:57:59.867371: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:00.247326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:00.618400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 14:58:03.644014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:04.219535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:04.815396: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:05.485267: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:06.973134: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:08.157246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:09.319183: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4863.8560 - mean_squared_error: 4863.8560
2022-12-10 14:58:29.914098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:30.075417: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:30.501963: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 14:58:30.890923: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 291ms/step - loss: 4863.8560 - mean_squared_error: 4863.8560 - val_loss: 756.5928 - val_mean_squared_error: 756.5928 Epoch 2/30 81/81 [==============================] - 5s 60ms/step - loss: 2476.8176 - mean_squared_error: 2476.8176 - val_loss: 111.5604 - val_mean_squared_error: 111.5604 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1852.5592 - mean_squared_error: 1852.5592 - val_loss: 194.9361 - val_mean_squared_error: 194.9361 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 1843.3887 - mean_squared_error: 1843.3887 - val_loss: 353.1348 - val_mean_squared_error: 353.1348 Epoch 5/30 81/81 [==============================] - 5s 62ms/step - loss: 1643.1554 - mean_squared_error: 1643.1554 - val_loss: 71.9878 - val_mean_squared_error: 71.9878 Epoch 6/30 81/81 [==============================] - 4s 54ms/step - loss: 1435.8638 - mean_squared_error: 1435.8638 - val_loss: 232.4909 - val_mean_squared_error: 232.4909 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 1467.2946 - mean_squared_error: 1467.2946 - val_loss: 113.1478 - val_mean_squared_error: 113.1478 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 1441.3176 - mean_squared_error: 1441.3176 - val_loss: 39.7592 - val_mean_squared_error: 39.7592 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 1491.5446 - mean_squared_error: 1491.5446 - val_loss: 54.3663 - val_mean_squared_error: 54.3663 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 1427.2134 - mean_squared_error: 1427.2134 - val_loss: 51.8004 - val_mean_squared_error: 51.8004 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 1389.2062 - mean_squared_error: 1389.2062 - val_loss: 100.8773 - val_mean_squared_error: 100.8773 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 1425.1907 - mean_squared_error: 1425.1907 - val_loss: 133.1276 - val_mean_squared_error: 133.1276 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 1424.4630 - mean_squared_error: 1424.4630 - val_loss: 46.5666 - val_mean_squared_error: 46.5666 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 1414.1575 - mean_squared_error: 1414.1575 - val_loss: 129.5976 - val_mean_squared_error: 129.5976 Epoch 15/30 81/81 [==============================] - 4s 50ms/step - loss: 1399.2233 - mean_squared_error: 1399.2233 - val_loss: 18.2104 - val_mean_squared_error: 18.2104 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 1414.4141 - mean_squared_error: 1414.4141 - val_loss: 301.7459 - val_mean_squared_error: 301.7459 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 1428.2782 - mean_squared_error: 1428.2782 - val_loss: 36.4891 - val_mean_squared_error: 36.4891 Epoch 18/30 81/81 [==============================] - 4s 48ms/step - loss: 1338.3505 - mean_squared_error: 1338.3505 - val_loss: 2557.3042 - val_mean_squared_error: 2557.3042 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 1053.9318 - mean_squared_error: 1053.9318 - val_loss: 49.9558 - val_mean_squared_error: 49.9558 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 1029.0682 - mean_squared_error: 1029.0682 - val_loss: 134.0233 - val_mean_squared_error: 134.0233 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 1030.1133 - mean_squared_error: 1030.1133 - val_loss: 85.3889 - val_mean_squared_error: 85.3889 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 1026.5327 - mean_squared_error: 1026.5327 - val_loss: 46.7837 - val_mean_squared_error: 46.7837 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 1016.6841 - mean_squared_error: 1016.6841 - val_loss: 26.6847 - val_mean_squared_error: 26.6847 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 1035.1432 - mean_squared_error: 1035.1432 - val_loss: 80.3315 - val_mean_squared_error: 80.3315 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 1078.2290 - mean_squared_error: 1078.2290 - val_loss: 48.3450 - val_mean_squared_error: 48.3450 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 1030.6903 - mean_squared_error: 1030.6903 - val_loss: 24.9127 - val_mean_squared_error: 24.9127 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 1032.1431 - mean_squared_error: 1032.1431 - val_loss: 23.2074 - val_mean_squared_error: 23.2074 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 1027.0574 - mean_squared_error: 1027.0574 - val_loss: 40.4422 - val_mean_squared_error: 40.4422 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 1055.2815 - mean_squared_error: 1055.2815 - val_loss: 29.7416 - val_mean_squared_error: 29.7416 Epoch 30/30 81/81 [==============================] - 4s 47ms/step - loss: 1006.2778 - mean_squared_error: 1006.2778 - val_loss: 49.3777 - val_mean_squared_error: 49.3777
2022-12-10 15:00:29.372426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:29.561798: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:29.962344: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:30.437547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:00:34.432771: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:35.298532: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:36.035558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:36.843975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:38.231314: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:39.267948: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:40.331497: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4711.6611 - mean_squared_error: 4711.6611
2022-12-10 15:00:58.789630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:58.997990: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:59.377121: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:00:59.765773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 29s 262ms/step - loss: 4711.6611 - mean_squared_error: 4711.6611 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 4s 55ms/step - loss: 2272.6372 - mean_squared_error: 2272.6372 - val_loss: 1936.8883 - val_mean_squared_error: 1936.8883 Epoch 3/30 81/81 [==============================] - 5s 59ms/step - loss: 983.4534 - mean_squared_error: 983.4534 - val_loss: 451.8080 - val_mean_squared_error: 451.8080 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 655.0576 - mean_squared_error: 655.0576 - val_loss: 235.1786 - val_mean_squared_error: 235.1786 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 387.8819 - mean_squared_error: 387.8819 - val_loss: 106.9605 - val_mean_squared_error: 106.9605 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 129.4318 - mean_squared_error: 129.4318 - val_loss: 24.6324 - val_mean_squared_error: 24.6324 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 87.7150 - mean_squared_error: 87.7150 - val_loss: 220.8550 - val_mean_squared_error: 220.8550 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 76.8436 - mean_squared_error: 76.8436 - val_loss: 278.4002 - val_mean_squared_error: 278.4002 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 69.9785 - mean_squared_error: 69.9785 - val_loss: 79.6845 - val_mean_squared_error: 79.6845 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 63.0679 - mean_squared_error: 63.0679 - val_loss: 98.3561 - val_mean_squared_error: 98.3561 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 59.2899 - mean_squared_error: 59.2899 - val_loss: 93.8831 - val_mean_squared_error: 93.8831 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 56.0532 - mean_squared_error: 56.0532 - val_loss: 75.8268 - val_mean_squared_error: 75.8268 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 58.0368 - mean_squared_error: 58.0368 - val_loss: 54.9628 - val_mean_squared_error: 54.9628 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 52.8946 - mean_squared_error: 52.8946 - val_loss: 70.6946 - val_mean_squared_error: 70.6946 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 56.4076 - mean_squared_error: 56.4076 - val_loss: 61.9753 - val_mean_squared_error: 61.9753 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 49.2842 - mean_squared_error: 49.2842 - val_loss: 87.3379 - val_mean_squared_error: 87.3379 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 58.3229 - mean_squared_error: 58.3229 - val_loss: 117.9761 - val_mean_squared_error: 117.9761 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 55.4368 - mean_squared_error: 55.4368 - val_loss: 100.1781 - val_mean_squared_error: 100.1781 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 47.2487 - mean_squared_error: 47.2487 - val_loss: 135.6559 - val_mean_squared_error: 135.6559 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 48.2144 - mean_squared_error: 48.2144 - val_loss: 63.4306 - val_mean_squared_error: 63.4306 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 45.6645 - mean_squared_error: 45.6645 - val_loss: 68.0557 - val_mean_squared_error: 68.0557 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 49.2111 - mean_squared_error: 49.2111 - val_loss: 89.2228 - val_mean_squared_error: 89.2228 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 48.9919 - mean_squared_error: 48.9919 - val_loss: 43.3772 - val_mean_squared_error: 43.3772 Epoch 24/30 81/81 [==============================] - 4s 43ms/step - loss: 44.5358 - mean_squared_error: 44.5358 - val_loss: 112.9442 - val_mean_squared_error: 112.9442 Epoch 25/30 81/81 [==============================] - 4s 43ms/step - loss: 49.2793 - mean_squared_error: 49.2793 - val_loss: 37.7030 - val_mean_squared_error: 37.7030 Epoch 26/30 81/81 [==============================] - 4s 43ms/step - loss: 40.9783 - mean_squared_error: 40.9783 - val_loss: 170.2911 - val_mean_squared_error: 170.2911 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 45.5511 - mean_squared_error: 45.5511 - val_loss: 63.1829 - val_mean_squared_error: 63.1829 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 48.1678 - mean_squared_error: 48.1678 - val_loss: 66.8836 - val_mean_squared_error: 66.8836 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 41.4700 - mean_squared_error: 41.4700 - val_loss: 93.6749 - val_mean_squared_error: 93.6749 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 41.6476 - mean_squared_error: 41.6476 - val_loss: 87.7278 - val_mean_squared_error: 87.7278
2022-12-10 15:02:49.918627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:50.071762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:50.504967: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:51.026715: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:02:55.241471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:55.785779: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:56.395037: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:57.036491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:58.484841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:02:59.585000: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:03:00.725044: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 5025.9009 - mean_squared_error: 5025.9009
2022-12-10 15:03:18.308357: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:03:18.518734: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:03:18.887437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:03:19.289526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 27s 253ms/step - loss: 5025.9009 - mean_squared_error: 5025.9009 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 62ms/step - loss: 2670.8301 - mean_squared_error: 2670.8301 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 60ms/step - loss: 1285.6029 - mean_squared_error: 1285.6029 - val_loss: 88.1597 - val_mean_squared_error: 88.1597 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 1072.8849 - mean_squared_error: 1072.8849 - val_loss: 252.3094 - val_mean_squared_error: 252.3094 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 944.4321 - mean_squared_error: 944.4321 - val_loss: 151.8347 - val_mean_squared_error: 151.8347 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 953.2355 - mean_squared_error: 953.2355 - val_loss: 248.9782 - val_mean_squared_error: 248.9782 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 946.1443 - mean_squared_error: 946.1443 - val_loss: 319.0578 - val_mean_squared_error: 319.0578 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 968.8943 - mean_squared_error: 968.8943 - val_loss: 288.3244 - val_mean_squared_error: 288.3244 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 918.5912 - mean_squared_error: 918.5912 - val_loss: 398.4973 - val_mean_squared_error: 398.4973 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 952.7849 - mean_squared_error: 952.7849 - val_loss: 128.4132 - val_mean_squared_error: 128.4132 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 924.3715 - mean_squared_error: 924.3715 - val_loss: 375.3496 - val_mean_squared_error: 375.3496 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 913.7567 - mean_squared_error: 913.7567 - val_loss: 166.2298 - val_mean_squared_error: 166.2298 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 763.5751 - mean_squared_error: 763.5751 - val_loss: 2063.5042 - val_mean_squared_error: 2063.5042 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 455.0944 - mean_squared_error: 455.0944 - val_loss: 380.7948 - val_mean_squared_error: 380.7948 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 428.6497 - mean_squared_error: 428.6497 - val_loss: 579.0366 - val_mean_squared_error: 579.0366 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 370.2328 - mean_squared_error: 370.2328 - val_loss: 63.1128 - val_mean_squared_error: 63.1128 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 341.3082 - mean_squared_error: 341.3082 - val_loss: 48.9298 - val_mean_squared_error: 48.9298 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 355.7373 - mean_squared_error: 355.7373 - val_loss: 145.7930 - val_mean_squared_error: 145.7930 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 365.6044 - mean_squared_error: 365.6044 - val_loss: 189.8408 - val_mean_squared_error: 189.8408 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 325.2940 - mean_squared_error: 325.2940 - val_loss: 169.2615 - val_mean_squared_error: 169.2615 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 335.2921 - mean_squared_error: 335.2921 - val_loss: 104.9935 - val_mean_squared_error: 104.9935 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 319.1339 - mean_squared_error: 319.1339 - val_loss: 88.4868 - val_mean_squared_error: 88.4868 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 316.8099 - mean_squared_error: 316.8099 - val_loss: 85.6307 - val_mean_squared_error: 85.6307 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 279.3983 - mean_squared_error: 279.3983 - val_loss: 110.5141 - val_mean_squared_error: 110.5141 Epoch 25/30 81/81 [==============================] - 5s 63ms/step - loss: 318.8793 - mean_squared_error: 318.8793 - val_loss: 62.9135 - val_mean_squared_error: 62.9135 Epoch 26/30 81/81 [==============================] - 4s 53ms/step - loss: 297.1998 - mean_squared_error: 297.1998 - val_loss: 45.0446 - val_mean_squared_error: 45.0446 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 307.8614 - mean_squared_error: 307.8614 - val_loss: 75.4180 - val_mean_squared_error: 75.4180 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 282.9106 - mean_squared_error: 282.9106 - val_loss: 60.7604 - val_mean_squared_error: 60.7604 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 295.8476 - mean_squared_error: 295.8476 - val_loss: 159.6494 - val_mean_squared_error: 159.6494 Epoch 30/30 81/81 [==============================] - 4s 48ms/step - loss: 267.7115 - mean_squared_error: 267.7115 - val_loss: 45.3709 - val_mean_squared_error: 45.3709
2022-12-10 15:05:18.705945: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:18.906618: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:19.299998: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:19.754312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 15:05:24.231914: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:24.949566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:25.615622: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:26.382082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:28.104264: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:29.296465: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:30.483882: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4938.1929 - mean_squared_error: 4938.1929
2022-12-10 15:05:50.445714: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:50.654363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:51.051790: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:05:51.537468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 32s 289ms/step - loss: 4938.1929 - mean_squared_error: 4938.1929 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 5s 67ms/step - loss: 2656.8145 - mean_squared_error: 2656.8145 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 62ms/step - loss: 2072.5486 - mean_squared_error: 2072.5486 - val_loss: 2685.6599 - val_mean_squared_error: 2685.6599 Epoch 4/30 81/81 [==============================] - 4s 55ms/step - loss: 1048.7257 - mean_squared_error: 1048.7257 - val_loss: 962.7313 - val_mean_squared_error: 962.7313 Epoch 5/30 81/81 [==============================] - 4s 55ms/step - loss: 901.5843 - mean_squared_error: 901.5843 - val_loss: 781.8713 - val_mean_squared_error: 781.8713 Epoch 6/30 81/81 [==============================] - 4s 55ms/step - loss: 744.7665 - mean_squared_error: 744.7665 - val_loss: 347.9169 - val_mean_squared_error: 347.9169 Epoch 7/30 81/81 [==============================] - 4s 55ms/step - loss: 388.5359 - mean_squared_error: 388.5359 - val_loss: 329.5758 - val_mean_squared_error: 329.5758 Epoch 8/30 81/81 [==============================] - 4s 52ms/step - loss: 306.2242 - mean_squared_error: 306.2242 - val_loss: 130.2209 - val_mean_squared_error: 130.2209 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 214.1689 - mean_squared_error: 214.1689 - val_loss: 164.2835 - val_mean_squared_error: 164.2835 Epoch 10/30 81/81 [==============================] - 4s 54ms/step - loss: 116.7432 - mean_squared_error: 116.7432 - val_loss: 177.7620 - val_mean_squared_error: 177.7620 Epoch 11/30 81/81 [==============================] - 4s 53ms/step - loss: 80.4701 - mean_squared_error: 80.4701 - val_loss: 61.2257 - val_mean_squared_error: 61.2257 Epoch 12/30 81/81 [==============================] - 4s 52ms/step - loss: 72.8665 - mean_squared_error: 72.8665 - val_loss: 95.9207 - val_mean_squared_error: 95.9207 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 68.2128 - mean_squared_error: 68.2128 - val_loss: 46.3724 - val_mean_squared_error: 46.3724 Epoch 14/30 81/81 [==============================] - 4s 52ms/step - loss: 67.6296 - mean_squared_error: 67.6296 - val_loss: 78.5097 - val_mean_squared_error: 78.5097 Epoch 15/30 81/81 [==============================] - 4s 53ms/step - loss: 55.2832 - mean_squared_error: 55.2832 - val_loss: 178.1471 - val_mean_squared_error: 178.1471 Epoch 16/30 81/81 [==============================] - 4s 53ms/step - loss: 56.4490 - mean_squared_error: 56.4490 - val_loss: 56.7045 - val_mean_squared_error: 56.7045 Epoch 17/30 81/81 [==============================] - 4s 53ms/step - loss: 59.2619 - mean_squared_error: 59.2619 - val_loss: 62.1713 - val_mean_squared_error: 62.1713 Epoch 18/30 81/81 [==============================] - 4s 52ms/step - loss: 59.1321 - mean_squared_error: 59.1321 - val_loss: 35.8612 - val_mean_squared_error: 35.8612 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 51.1429 - mean_squared_error: 51.1429 - val_loss: 185.3085 - val_mean_squared_error: 185.3085 Epoch 20/30 81/81 [==============================] - 4s 52ms/step - loss: 54.0548 - mean_squared_error: 54.0548 - val_loss: 77.5344 - val_mean_squared_error: 77.5344 Epoch 21/30 81/81 [==============================] - 4s 52ms/step - loss: 44.9126 - mean_squared_error: 44.9126 - val_loss: 88.8874 - val_mean_squared_error: 88.8874 Epoch 22/30 81/81 [==============================] - 4s 52ms/step - loss: 54.4659 - mean_squared_error: 54.4659 - val_loss: 63.2536 - val_mean_squared_error: 63.2536 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 50.0774 - mean_squared_error: 50.0774 - val_loss: 32.7576 - val_mean_squared_error: 32.7576 Epoch 24/30 81/81 [==============================] - 4s 55ms/step - loss: 47.2808 - mean_squared_error: 47.2808 - val_loss: 107.7593 - val_mean_squared_error: 107.7593 Epoch 25/30 81/81 [==============================] - 4s 52ms/step - loss: 50.2489 - mean_squared_error: 50.2489 - val_loss: 91.1457 - val_mean_squared_error: 91.1457 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 41.2274 - mean_squared_error: 41.2274 - val_loss: 82.6747 - val_mean_squared_error: 82.6747 Epoch 27/30 81/81 [==============================] - 4s 51ms/step - loss: 47.7105 - mean_squared_error: 47.7105 - val_loss: 82.6616 - val_mean_squared_error: 82.6616 Epoch 28/30 81/81 [==============================] - 4s 52ms/step - loss: 39.8167 - mean_squared_error: 39.8167 - val_loss: 37.7387 - val_mean_squared_error: 37.7387 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 44.9463 - mean_squared_error: 44.9463 - val_loss: 115.6579 - val_mean_squared_error: 115.6579 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 37.4907 - mean_squared_error: 37.4907 - val_loss: 149.1026 - val_mean_squared_error: 149.1026
2022-12-10 15:07:59.815410: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:00.019249: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:00.432073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:00.842379: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 3 best_solution : [0 0 1 0 0 1 0 1 0 0 1 1 1 1 0 1 0 0 0 0 1 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 0 0 1 0 0 0 0 0 0 1 1 0 1 0 1 1 1 0 0 0 1 1 1 0 0 1 1 0 1 0 1 1 1 0 0 0 1 1 1 1 1 0 1 0 1] Selected indices : [ 2 5 7 10 11 12 13 15 20 21 22 24 25 26 27 29 34 35 38 45 46 48 50 51 52 56 57 58 61 62 64 66 67 68 72 73 74 75 76 78 80] Number of selected elements : 41 Best solution fitness : 0.020290016300572835 Generation: 8 [[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 15:08:05.358640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:05.986992: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:06.623156: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:07.305908: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:08.809635: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:10.074472: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:11.297416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4780.0718 - mean_squared_error: 4780.0718
2022-12-10 15:08:32.436668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:32.616493: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:33.019852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:08:33.449258: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 33s 299ms/step - loss: 4780.0718 - mean_squared_error: 4780.0718 - val_loss: 666.9189 - val_mean_squared_error: 666.9189 Epoch 2/30 81/81 [==============================] - 5s 61ms/step - loss: 2908.7903 - mean_squared_error: 2908.7903 - val_loss: 43.7560 - val_mean_squared_error: 43.7560 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 1579.3501 - mean_squared_error: 1579.3501 - val_loss: 247.3687 - val_mean_squared_error: 247.3687 Epoch 4/30 81/81 [==============================] - 5s 59ms/step - loss: 1466.7567 - mean_squared_error: 1466.7567 - val_loss: 215.6518 - val_mean_squared_error: 215.6518 Epoch 5/30 81/81 [==============================] - 4s 55ms/step - loss: 1471.7466 - mean_squared_error: 1471.7466 - val_loss: 125.0403 - val_mean_squared_error: 125.0403 Epoch 6/30 81/81 [==============================] - 4s 55ms/step - loss: 1487.9849 - mean_squared_error: 1487.9849 - val_loss: 225.1767 - val_mean_squared_error: 225.1767 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 1470.0598 - mean_squared_error: 1470.0598 - val_loss: 501.4692 - val_mean_squared_error: 501.4692 Epoch 8/30 81/81 [==============================] - 4s 54ms/step - loss: 1461.7192 - mean_squared_error: 1461.7192 - val_loss: 332.5444 - val_mean_squared_error: 332.5444 Epoch 9/30 81/81 [==============================] - 4s 55ms/step - loss: 1366.8457 - mean_squared_error: 1366.8457 - val_loss: 89.5080 - val_mean_squared_error: 89.5080 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 1229.0251 - mean_squared_error: 1229.0251 - val_loss: 2708.5818 - val_mean_squared_error: 2708.5818 Epoch 11/30 81/81 [==============================] - 4s 54ms/step - loss: 1134.3430 - mean_squared_error: 1134.3430 - val_loss: 155.2707 - val_mean_squared_error: 155.2707 Epoch 12/30 81/81 [==============================] - 4s 53ms/step - loss: 1097.4208 - mean_squared_error: 1097.4208 - val_loss: 28.2683 - val_mean_squared_error: 28.2683 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 1054.1888 - mean_squared_error: 1054.1888 - val_loss: 65.1549 - val_mean_squared_error: 65.1549 Epoch 14/30 81/81 [==============================] - 4s 52ms/step - loss: 1069.1583 - mean_squared_error: 1069.1583 - val_loss: 30.4363 - val_mean_squared_error: 30.4363 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 1067.2665 - mean_squared_error: 1067.2665 - val_loss: 275.6273 - val_mean_squared_error: 275.6273 Epoch 16/30 81/81 [==============================] - 4s 53ms/step - loss: 1050.7037 - mean_squared_error: 1050.7037 - val_loss: 1436.2642 - val_mean_squared_error: 1436.2642 Epoch 17/30 81/81 [==============================] - 4s 52ms/step - loss: 1045.8500 - mean_squared_error: 1045.8500 - val_loss: 144.6748 - val_mean_squared_error: 144.6748 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 1044.6136 - mean_squared_error: 1044.6136 - val_loss: 82.7768 - val_mean_squared_error: 82.7768 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 1080.0325 - mean_squared_error: 1080.0325 - val_loss: 269.3766 - val_mean_squared_error: 269.3766 Epoch 20/30 81/81 [==============================] - 4s 52ms/step - loss: 1040.0786 - mean_squared_error: 1040.0786 - val_loss: 447.2256 - val_mean_squared_error: 447.2256 Epoch 21/30 81/81 [==============================] - 4s 52ms/step - loss: 771.9577 - mean_squared_error: 771.9577 - val_loss: 1384.5691 - val_mean_squared_error: 1384.5691 Epoch 22/30 81/81 [==============================] - 4s 52ms/step - loss: 455.7302 - mean_squared_error: 455.7302 - val_loss: 436.1906 - val_mean_squared_error: 436.1906 Epoch 23/30 81/81 [==============================] - 4s 54ms/step - loss: 429.2201 - mean_squared_error: 429.2201 - val_loss: 589.7434 - val_mean_squared_error: 589.7434 Epoch 24/30 81/81 [==============================] - 4s 54ms/step - loss: 427.3513 - mean_squared_error: 427.3513 - val_loss: 98.5957 - val_mean_squared_error: 98.5957 Epoch 25/30 81/81 [==============================] - 4s 53ms/step - loss: 435.8878 - mean_squared_error: 435.8878 - val_loss: 102.2756 - val_mean_squared_error: 102.2756 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 517.6599 - mean_squared_error: 517.6599 - val_loss: 1717.5009 - val_mean_squared_error: 1717.5009 Epoch 27/30 81/81 [==============================] - 4s 51ms/step - loss: 282.8168 - mean_squared_error: 282.8168 - val_loss: 673.9797 - val_mean_squared_error: 673.9797 Epoch 28/30 81/81 [==============================] - 4s 52ms/step - loss: 288.2019 - mean_squared_error: 288.2019 - val_loss: 152.1153 - val_mean_squared_error: 152.1153 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 264.4784 - mean_squared_error: 264.4784 - val_loss: 252.3800 - val_mean_squared_error: 252.3800 Epoch 30/30 81/81 [==============================] - 4s 52ms/step - loss: 250.1356 - mean_squared_error: 250.1356 - val_loss: 461.6570 - val_mean_squared_error: 461.6570
2022-12-10 15:10:41.878816: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:42.072640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:42.514806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:43.024359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:10:46.691198: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:47.243986: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:47.917359: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:48.629420: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:50.129226: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:51.352857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:10:52.456739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4842.8516 - mean_squared_error: 4842.8516
2022-12-10 15:11:11.845331: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:11:12.055240: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:11:12.459683: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:11:12.867849: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 282ms/step - loss: 4842.8516 - mean_squared_error: 4842.8516 - val_loss: 415.1567 - val_mean_squared_error: 415.1567 Epoch 2/30 81/81 [==============================] - 4s 55ms/step - loss: 2812.4207 - mean_squared_error: 2812.4207 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 60ms/step - loss: 1530.2826 - mean_squared_error: 1530.2826 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 1074.9148 - mean_squared_error: 1074.9148 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 587.9781 - mean_squared_error: 587.9781 - val_loss: 28.1559 - val_mean_squared_error: 28.1559 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 512.4636 - mean_squared_error: 512.4636 - val_loss: 1506.8109 - val_mean_squared_error: 1506.8109 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 577.7896 - mean_squared_error: 577.7896 - val_loss: 905.2584 - val_mean_squared_error: 905.2584 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 326.7735 - mean_squared_error: 326.7735 - val_loss: 39.3690 - val_mean_squared_error: 39.3690 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 231.8849 - mean_squared_error: 231.8849 - val_loss: 177.3605 - val_mean_squared_error: 177.3605 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 193.1515 - mean_squared_error: 193.1515 - val_loss: 35.7992 - val_mean_squared_error: 35.7992 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 188.5544 - mean_squared_error: 188.5544 - val_loss: 103.9359 - val_mean_squared_error: 103.9359 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 162.1611 - mean_squared_error: 162.1611 - val_loss: 34.2995 - val_mean_squared_error: 34.2995 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 161.5350 - mean_squared_error: 161.5350 - val_loss: 22.7221 - val_mean_squared_error: 22.7221 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 132.4204 - mean_squared_error: 132.4204 - val_loss: 32.2556 - val_mean_squared_error: 32.2556 Epoch 15/30 81/81 [==============================] - 5s 60ms/step - loss: 75.6373 - mean_squared_error: 75.6373 - val_loss: 364.8502 - val_mean_squared_error: 364.8502 Epoch 16/30 81/81 [==============================] - 5s 56ms/step - loss: 298.8171 - mean_squared_error: 298.8171 - val_loss: 1128.9617 - val_mean_squared_error: 1128.9617 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 177.4108 - mean_squared_error: 177.4108 - val_loss: 274.4769 - val_mean_squared_error: 274.4769 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 110.5342 - mean_squared_error: 110.5342 - val_loss: 56.0760 - val_mean_squared_error: 56.0760 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 85.0782 - mean_squared_error: 85.0782 - val_loss: 2649.3596 - val_mean_squared_error: 2649.3596 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 77.0099 - mean_squared_error: 77.0099 - val_loss: 668.8661 - val_mean_squared_error: 668.8661 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 61.9968 - mean_squared_error: 61.9968 - val_loss: 920.9518 - val_mean_squared_error: 920.9518 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 57.0566 - mean_squared_error: 57.0566 - val_loss: 649.9878 - val_mean_squared_error: 649.9878 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 52.8724 - mean_squared_error: 52.8724 - val_loss: 1928.1201 - val_mean_squared_error: 1928.1201 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 49.0535 - mean_squared_error: 49.0535 - val_loss: 189.2378 - val_mean_squared_error: 189.2378 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 45.9254 - mean_squared_error: 45.9254 - val_loss: 115.4825 - val_mean_squared_error: 115.4825 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 52.9850 - mean_squared_error: 52.9850 - val_loss: 13.3464 - val_mean_squared_error: 13.3464 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 46.6910 - mean_squared_error: 46.6910 - val_loss: 39.4541 - val_mean_squared_error: 39.4541 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 45.3251 - mean_squared_error: 45.3251 - val_loss: 191.4970 - val_mean_squared_error: 191.4970 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 43.0874 - mean_squared_error: 43.0874 - val_loss: 300.0367 - val_mean_squared_error: 300.0367 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 40.7364 - mean_squared_error: 40.7364 - val_loss: 156.0979 - val_mean_squared_error: 156.0979
2022-12-10 15:13:10.628003: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:10.815428: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:11.245382: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:11.706048: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:13:16.063786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:17.062059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:17.805516: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:18.543858: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:20.138488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:21.329762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:22.788803: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4769.2529 - mean_squared_error: 4769.2529
2022-12-10 15:13:42.202030: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:42.371797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:42.907584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:13:43.346481: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 284ms/step - loss: 4769.2529 - mean_squared_error: 4769.2529 - val_loss: 377.2007 - val_mean_squared_error: 377.2007 Epoch 2/30 81/81 [==============================] - 5s 59ms/step - loss: 2135.3374 - mean_squared_error: 2135.3374 - val_loss: 3024.9583 - val_mean_squared_error: 3024.9583 Epoch 3/30 81/81 [==============================] - 4s 52ms/step - loss: 1042.9882 - mean_squared_error: 1042.9882 - val_loss: 497.9831 - val_mean_squared_error: 497.9831 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 562.0882 - mean_squared_error: 562.0882 - val_loss: 151.4343 - val_mean_squared_error: 151.4343 Epoch 5/30 81/81 [==============================] - 4s 46ms/step - loss: 360.0966 - mean_squared_error: 360.0966 - val_loss: 2567.8450 - val_mean_squared_error: 2567.8450 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 169.8958 - mean_squared_error: 169.8958 - val_loss: 27.5532 - val_mean_squared_error: 27.5532 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 81.3135 - mean_squared_error: 81.3135 - val_loss: 30.5328 - val_mean_squared_error: 30.5328 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 79.0624 - mean_squared_error: 79.0624 - val_loss: 36.6554 - val_mean_squared_error: 36.6554 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 71.7780 - mean_squared_error: 71.7780 - val_loss: 161.4517 - val_mean_squared_error: 161.4517 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 67.6128 - mean_squared_error: 67.6128 - val_loss: 84.8707 - val_mean_squared_error: 84.8707 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 61.9799 - mean_squared_error: 61.9799 - val_loss: 62.1280 - val_mean_squared_error: 62.1280 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 55.7557 - mean_squared_error: 55.7557 - val_loss: 70.9721 - val_mean_squared_error: 70.9721 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 53.7604 - mean_squared_error: 53.7604 - val_loss: 136.7646 - val_mean_squared_error: 136.7646 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 54.1576 - mean_squared_error: 54.1576 - val_loss: 126.0604 - val_mean_squared_error: 126.0604 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 53.9413 - mean_squared_error: 53.9413 - val_loss: 91.8512 - val_mean_squared_error: 91.8512 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 56.6668 - mean_squared_error: 56.6668 - val_loss: 75.2568 - val_mean_squared_error: 75.2568 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 55.0032 - mean_squared_error: 55.0032 - val_loss: 92.6056 - val_mean_squared_error: 92.6056 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 52.2850 - mean_squared_error: 52.2850 - val_loss: 41.2371 - val_mean_squared_error: 41.2371 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 52.0560 - mean_squared_error: 52.0560 - val_loss: 65.1936 - val_mean_squared_error: 65.1936 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 47.9679 - mean_squared_error: 47.9679 - val_loss: 91.3873 - val_mean_squared_error: 91.3873 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 47.9853 - mean_squared_error: 47.9853 - val_loss: 118.9461 - val_mean_squared_error: 118.9461 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 57.4291 - mean_squared_error: 57.4291 - val_loss: 18.2012 - val_mean_squared_error: 18.2012 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 50.7422 - mean_squared_error: 50.7422 - val_loss: 41.1734 - val_mean_squared_error: 41.1734 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 54.6526 - mean_squared_error: 54.6526 - val_loss: 75.5776 - val_mean_squared_error: 75.5776 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 43.5163 - mean_squared_error: 43.5163 - val_loss: 50.1309 - val_mean_squared_error: 50.1309 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 45.5392 - mean_squared_error: 45.5392 - val_loss: 178.5665 - val_mean_squared_error: 178.5665 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 41.7035 - mean_squared_error: 41.7035 - val_loss: 30.2568 - val_mean_squared_error: 30.2568 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 44.3006 - mean_squared_error: 44.3006 - val_loss: 96.8227 - val_mean_squared_error: 96.8227 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 42.9857 - mean_squared_error: 42.9857 - val_loss: 97.1047 - val_mean_squared_error: 97.1047 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 38.1826 - mean_squared_error: 38.1826 - val_loss: 94.0750 - val_mean_squared_error: 94.0750
2022-12-10 15:15:35.752545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:35.923107: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:36.347688: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:36.779935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:15:40.400389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:40.972335: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:41.638277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:42.360182: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:43.989857: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:45.201400: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:15:46.404312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4898.7588 - mean_squared_error: 4898.7588
2022-12-10 15:16:06.551927: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:16:06.764615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:16:07.151056: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:16:07.567886: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 286ms/step - loss: 4898.7588 - mean_squared_error: 4898.7588 - val_loss: 646.9168 - val_mean_squared_error: 646.9168 Epoch 2/30 81/81 [==============================] - 5s 64ms/step - loss: 2446.1799 - mean_squared_error: 2446.1799 - val_loss: 246.1874 - val_mean_squared_error: 246.1874 Epoch 3/30 81/81 [==============================] - 5s 57ms/step - loss: 1588.3160 - mean_squared_error: 1588.3160 - val_loss: 244.6043 - val_mean_squared_error: 244.6043 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 1494.3519 - mean_squared_error: 1494.3519 - val_loss: 311.1786 - val_mean_squared_error: 311.1786 Epoch 5/30 81/81 [==============================] - 4s 52ms/step - loss: 1455.1091 - mean_squared_error: 1455.1091 - val_loss: 424.1561 - val_mean_squared_error: 424.1561 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 1430.3661 - mean_squared_error: 1430.3661 - val_loss: 373.8128 - val_mean_squared_error: 373.8128 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 1078.5488 - mean_squared_error: 1078.5488 - val_loss: 71.0343 - val_mean_squared_error: 71.0343 Epoch 8/30 81/81 [==============================] - 4s 52ms/step - loss: 791.9257 - mean_squared_error: 791.9257 - val_loss: 2334.1509 - val_mean_squared_error: 2334.1509 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 260.6101 - mean_squared_error: 260.6101 - val_loss: 756.9802 - val_mean_squared_error: 756.9802 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 154.8940 - mean_squared_error: 154.8940 - val_loss: 190.1614 - val_mean_squared_error: 190.1614 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 135.1844 - mean_squared_error: 135.1844 - val_loss: 48.8321 - val_mean_squared_error: 48.8321 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 141.8842 - mean_squared_error: 141.8842 - val_loss: 34.8651 - val_mean_squared_error: 34.8651 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 149.2326 - mean_squared_error: 149.2326 - val_loss: 37.2376 - val_mean_squared_error: 37.2376 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 104.7765 - mean_squared_error: 104.7765 - val_loss: 37.7292 - val_mean_squared_error: 37.7292 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 105.1134 - mean_squared_error: 105.1134 - val_loss: 54.1177 - val_mean_squared_error: 54.1177 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 88.8000 - mean_squared_error: 88.8000 - val_loss: 38.5616 - val_mean_squared_error: 38.5616 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 83.7708 - mean_squared_error: 83.7708 - val_loss: 125.5292 - val_mean_squared_error: 125.5292 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 79.4272 - mean_squared_error: 79.4272 - val_loss: 59.7208 - val_mean_squared_error: 59.7208 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 71.9569 - mean_squared_error: 71.9569 - val_loss: 33.5924 - val_mean_squared_error: 33.5924 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 69.6872 - mean_squared_error: 69.6872 - val_loss: 48.7242 - val_mean_squared_error: 48.7242 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 74.1139 - mean_squared_error: 74.1139 - val_loss: 39.6262 - val_mean_squared_error: 39.6262 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 66.9423 - mean_squared_error: 66.9423 - val_loss: 36.2617 - val_mean_squared_error: 36.2617 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 59.1440 - mean_squared_error: 59.1440 - val_loss: 48.4003 - val_mean_squared_error: 48.4003 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 68.4465 - mean_squared_error: 68.4465 - val_loss: 53.0716 - val_mean_squared_error: 53.0716 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 59.5959 - mean_squared_error: 59.5959 - val_loss: 62.1620 - val_mean_squared_error: 62.1620 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 53.3855 - mean_squared_error: 53.3855 - val_loss: 52.5989 - val_mean_squared_error: 52.5989 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 50.3569 - mean_squared_error: 50.3569 - val_loss: 26.7879 - val_mean_squared_error: 26.7879 Epoch 28/30 81/81 [==============================] - 4s 49ms/step - loss: 57.1224 - mean_squared_error: 57.1224 - val_loss: 104.1532 - val_mean_squared_error: 104.1532 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 56.6460 - mean_squared_error: 56.6460 - val_loss: 129.3591 - val_mean_squared_error: 129.3591 Epoch 30/30 81/81 [==============================] - 4s 47ms/step - loss: 50.2290 - mean_squared_error: 50.2290 - val_loss: 49.0276 - val_mean_squared_error: 49.0276
2022-12-10 15:18:04.890213: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:05.095389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:05.504283: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:05.929897: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 15:18:10.067547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:10.681014: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:11.342533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:12.011424: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:13.500570: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:14.653870: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:15.803084: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4767.7476 - mean_squared_error: 4767.7476
2022-12-10 15:18:35.682075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:35.860728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:36.307437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:18:36.737846: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 283ms/step - loss: 4767.7476 - mean_squared_error: 4767.7476 - val_loss: 1648.9392 - val_mean_squared_error: 1648.9392 Epoch 2/30 81/81 [==============================] - 5s 68ms/step - loss: 2889.6802 - mean_squared_error: 2889.6802 - val_loss: 572.3421 - val_mean_squared_error: 572.3421 Epoch 3/30 81/81 [==============================] - 5s 59ms/step - loss: 1877.5167 - mean_squared_error: 1877.5167 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 5s 61ms/step - loss: 1815.1421 - mean_squared_error: 1815.1421 - val_loss: 387.8957 - val_mean_squared_error: 387.8957 Epoch 5/30 81/81 [==============================] - 4s 55ms/step - loss: 1860.5243 - mean_squared_error: 1860.5243 - val_loss: 424.5110 - val_mean_squared_error: 424.5110 Epoch 6/30 81/81 [==============================] - 4s 55ms/step - loss: 1853.0918 - mean_squared_error: 1853.0918 - val_loss: 364.4739 - val_mean_squared_error: 364.4739 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 1854.7452 - mean_squared_error: 1854.7452 - val_loss: 431.0102 - val_mean_squared_error: 431.0102 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 1810.3328 - mean_squared_error: 1810.3328 - val_loss: 714.2830 - val_mean_squared_error: 714.2830 Epoch 9/30 81/81 [==============================] - 4s 55ms/step - loss: 2027.9397 - mean_squared_error: 2027.9397 - val_loss: 369.1178 - val_mean_squared_error: 369.1178 Epoch 10/30 81/81 [==============================] - 4s 52ms/step - loss: 1932.9401 - mean_squared_error: 1932.9401 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 11/30 81/81 [==============================] - 4s 53ms/step - loss: 1690.4858 - mean_squared_error: 1690.4858 - val_loss: 994.5148 - val_mean_squared_error: 994.5147 Epoch 12/30 81/81 [==============================] - 4s 52ms/step - loss: 1324.1616 - mean_squared_error: 1324.1616 - val_loss: 391.1333 - val_mean_squared_error: 391.1333 Epoch 13/30 81/81 [==============================] - 4s 50ms/step - loss: 1311.8081 - mean_squared_error: 1311.8081 - val_loss: 301.6143 - val_mean_squared_error: 301.6143 Epoch 14/30 81/81 [==============================] - 4s 54ms/step - loss: 1306.5565 - mean_squared_error: 1306.5565 - val_loss: 376.0457 - val_mean_squared_error: 376.0457 Epoch 15/30 81/81 [==============================] - 4s 53ms/step - loss: 1300.0813 - mean_squared_error: 1300.0813 - val_loss: 285.8600 - val_mean_squared_error: 285.8600 Epoch 16/30 81/81 [==============================] - 4s 53ms/step - loss: 1322.3679 - mean_squared_error: 1322.3679 - val_loss: 245.6367 - val_mean_squared_error: 245.6367 Epoch 17/30 81/81 [==============================] - 4s 51ms/step - loss: 1239.5651 - mean_squared_error: 1239.5651 - val_loss: 23.7401 - val_mean_squared_error: 23.7401 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 995.9215 - mean_squared_error: 995.9215 - val_loss: 88.4312 - val_mean_squared_error: 88.4312 Epoch 19/30 81/81 [==============================] - 4s 52ms/step - loss: 907.9050 - mean_squared_error: 907.9050 - val_loss: 224.9569 - val_mean_squared_error: 224.9569 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 848.4037 - mean_squared_error: 848.4037 - val_loss: 153.1848 - val_mean_squared_error: 153.1848 Epoch 21/30 81/81 [==============================] - 4s 52ms/step - loss: 858.4166 - mean_squared_error: 858.4166 - val_loss: 25.7084 - val_mean_squared_error: 25.7084 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 867.5408 - mean_squared_error: 867.5408 - val_loss: 27.0422 - val_mean_squared_error: 27.0422 Epoch 23/30 81/81 [==============================] - 4s 52ms/step - loss: 825.5622 - mean_squared_error: 825.5622 - val_loss: 19.7149 - val_mean_squared_error: 19.7149 Epoch 24/30 81/81 [==============================] - 4s 51ms/step - loss: 831.7437 - mean_squared_error: 831.7437 - val_loss: 31.4783 - val_mean_squared_error: 31.4783 Epoch 25/30 81/81 [==============================] - 4s 53ms/step - loss: 836.3882 - mean_squared_error: 836.3882 - val_loss: 50.8497 - val_mean_squared_error: 50.8497 Epoch 26/30 81/81 [==============================] - 4s 52ms/step - loss: 849.7620 - mean_squared_error: 849.7620 - val_loss: 22.3834 - val_mean_squared_error: 22.3834 Epoch 27/30 81/81 [==============================] - 4s 52ms/step - loss: 848.0212 - mean_squared_error: 848.0212 - val_loss: 24.4372 - val_mean_squared_error: 24.4372 Epoch 28/30 81/81 [==============================] - 4s 54ms/step - loss: 827.1760 - mean_squared_error: 827.1760 - val_loss: 22.2499 - val_mean_squared_error: 22.2499 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 825.1328 - mean_squared_error: 825.1328 - val_loss: 58.0007 - val_mean_squared_error: 58.0007 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 869.3815 - mean_squared_error: 869.3815 - val_loss: 94.8241 - val_mean_squared_error: 94.8241
2022-12-10 15:20:45.007586: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:45.274696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:45.729409: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:46.249073: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.013778138422703826 [[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:20:50.540094: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:51.238091: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:51.979581: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:52.664980: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:54.126432: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:55.272611: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:20:56.405826: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4983.2192 - mean_squared_error: 4983.2192
2022-12-10 15:21:16.343113: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:21:16.492453: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:21:16.926527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:21:17.335302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 282ms/step - loss: 4983.2192 - mean_squared_error: 4983.2192 - val_loss: 2360.2026 - val_mean_squared_error: 2360.2026 Epoch 2/30 81/81 [==============================] - 5s 66ms/step - loss: 2734.2402 - mean_squared_error: 2734.2402 - val_loss: 248.9185 - val_mean_squared_error: 248.9185 Epoch 3/30 81/81 [==============================] - 5s 60ms/step - loss: 1719.4275 - mean_squared_error: 1719.4275 - val_loss: 4694.2563 - val_mean_squared_error: 4694.2563 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 733.9309 - mean_squared_error: 733.9309 - val_loss: 2810.5796 - val_mean_squared_error: 2810.5796 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 584.5513 - mean_squared_error: 584.5513 - val_loss: 315.8407 - val_mean_squared_error: 315.8407 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 539.1096 - mean_squared_error: 539.1096 - val_loss: 199.3122 - val_mean_squared_error: 199.3122 Epoch 7/30 81/81 [==============================] - 5s 59ms/step - loss: 535.9089 - mean_squared_error: 535.9089 - val_loss: 108.7827 - val_mean_squared_error: 108.7827 Epoch 8/30 81/81 [==============================] - 4s 55ms/step - loss: 615.8880 - mean_squared_error: 615.8880 - val_loss: 195.1344 - val_mean_squared_error: 195.1344 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 528.1599 - mean_squared_error: 528.1599 - val_loss: 42.7112 - val_mean_squared_error: 42.7112 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 480.7367 - mean_squared_error: 480.7367 - val_loss: 55.0473 - val_mean_squared_error: 55.0473 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 483.6966 - mean_squared_error: 483.6966 - val_loss: 52.0158 - val_mean_squared_error: 52.0158 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 503.8844 - mean_squared_error: 503.8844 - val_loss: 77.0796 - val_mean_squared_error: 77.0796 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 495.0652 - mean_squared_error: 495.0652 - val_loss: 79.5755 - val_mean_squared_error: 79.5755 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 488.2773 - mean_squared_error: 488.2773 - val_loss: 148.2339 - val_mean_squared_error: 148.2339 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 461.1098 - mean_squared_error: 461.1098 - val_loss: 197.5403 - val_mean_squared_error: 197.5403 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 483.8779 - mean_squared_error: 483.8779 - val_loss: 170.8352 - val_mean_squared_error: 170.8352 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 432.2799 - mean_squared_error: 432.2799 - val_loss: 211.0271 - val_mean_squared_error: 211.0271 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 455.9066 - mean_squared_error: 455.9066 - val_loss: 215.0263 - val_mean_squared_error: 215.0263 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 453.3463 - mean_squared_error: 453.3463 - val_loss: 140.3903 - val_mean_squared_error: 140.3903 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 451.0229 - mean_squared_error: 451.0229 - val_loss: 306.7404 - val_mean_squared_error: 306.7404 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 456.3546 - mean_squared_error: 456.3546 - val_loss: 248.1311 - val_mean_squared_error: 248.1311 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 438.5096 - mean_squared_error: 438.5096 - val_loss: 62.2600 - val_mean_squared_error: 62.2600 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 450.5364 - mean_squared_error: 450.5364 - val_loss: 226.7408 - val_mean_squared_error: 226.7408 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 478.6333 - mean_squared_error: 478.6333 - val_loss: 277.7617 - val_mean_squared_error: 277.7617 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 457.0436 - mean_squared_error: 457.0436 - val_loss: 110.3404 - val_mean_squared_error: 110.3404 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 462.4100 - mean_squared_error: 462.4100 - val_loss: 283.7180 - val_mean_squared_error: 283.7180 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 474.8042 - mean_squared_error: 474.8042 - val_loss: 237.9054 - val_mean_squared_error: 237.9054 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 465.2766 - mean_squared_error: 465.2766 - val_loss: 175.0493 - val_mean_squared_error: 175.0493 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 448.2135 - mean_squared_error: 448.2135 - val_loss: 309.5031 - val_mean_squared_error: 309.5031 Epoch 30/30 81/81 [==============================] - 4s 48ms/step - loss: 427.0591 - mean_squared_error: 427.0591 - val_loss: 216.7626 - val_mean_squared_error: 216.7626
2022-12-10 15:23:16.674696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:16.865582: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:17.266236: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:17.706621: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:23:21.278979: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:21.814358: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:22.518282: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:23.248809: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:25.020495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:26.559768: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:27.708899: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4949.5225 - mean_squared_error: 4949.5225
2022-12-10 15:23:45.658855: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:45.846095: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:46.251711: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:23:46.655691: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 29s 258ms/step - loss: 4949.5225 - mean_squared_error: 4949.5225 - val_loss: 1270.6119 - val_mean_squared_error: 1270.6119 Epoch 2/30 81/81 [==============================] - 4s 55ms/step - loss: 2464.8057 - mean_squared_error: 2464.8057 - val_loss: 125.4677 - val_mean_squared_error: 125.4677 Epoch 3/30 81/81 [==============================] - 4s 50ms/step - loss: 1060.9019 - mean_squared_error: 1060.9019 - val_loss: 416.7872 - val_mean_squared_error: 416.7872 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 541.3000 - mean_squared_error: 541.3000 - val_loss: 282.2607 - val_mean_squared_error: 282.2607 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 368.7354 - mean_squared_error: 368.7354 - val_loss: 22.1705 - val_mean_squared_error: 22.1705 Epoch 6/30 81/81 [==============================] - 6s 70ms/step - loss: 320.8427 - mean_squared_error: 320.8427 - val_loss: 404.6926 - val_mean_squared_error: 404.6926 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 172.0962 - mean_squared_error: 172.0962 - val_loss: 101.6442 - val_mean_squared_error: 101.6442 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 81.4027 - mean_squared_error: 81.4027 - val_loss: 187.1218 - val_mean_squared_error: 187.1218 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 67.3872 - mean_squared_error: 67.3872 - val_loss: 35.2300 - val_mean_squared_error: 35.2300 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 72.3946 - mean_squared_error: 72.3946 - val_loss: 60.2291 - val_mean_squared_error: 60.2291 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 62.3781 - mean_squared_error: 62.3781 - val_loss: 78.7706 - val_mean_squared_error: 78.7706 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 69.3351 - mean_squared_error: 69.3351 - val_loss: 122.2747 - val_mean_squared_error: 122.2747 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 57.9588 - mean_squared_error: 57.9588 - val_loss: 51.5403 - val_mean_squared_error: 51.5403 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 56.8820 - mean_squared_error: 56.8820 - val_loss: 76.8236 - val_mean_squared_error: 76.8236 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 50.8490 - mean_squared_error: 50.8490 - val_loss: 280.9058 - val_mean_squared_error: 280.9058 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 46.4262 - mean_squared_error: 46.4262 - val_loss: 128.0981 - val_mean_squared_error: 128.0981 Epoch 17/30 81/81 [==============================] - 4s 43ms/step - loss: 52.0507 - mean_squared_error: 52.0507 - val_loss: 127.6545 - val_mean_squared_error: 127.6545 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 49.1508 - mean_squared_error: 49.1508 - val_loss: 127.4612 - val_mean_squared_error: 127.4612 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 42.9369 - mean_squared_error: 42.9369 - val_loss: 141.8945 - val_mean_squared_error: 141.8945 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 49.7493 - mean_squared_error: 49.7493 - val_loss: 53.8148 - val_mean_squared_error: 53.8147 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 47.5718 - mean_squared_error: 47.5718 - val_loss: 95.1105 - val_mean_squared_error: 95.1105 Epoch 22/30 81/81 [==============================] - 4s 43ms/step - loss: 40.6837 - mean_squared_error: 40.6837 - val_loss: 109.9285 - val_mean_squared_error: 109.9285 Epoch 23/30 81/81 [==============================] - 4s 43ms/step - loss: 43.4992 - mean_squared_error: 43.4992 - val_loss: 121.6486 - val_mean_squared_error: 121.6486 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 47.0474 - mean_squared_error: 47.0474 - val_loss: 59.5167 - val_mean_squared_error: 59.5167 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 47.3349 - mean_squared_error: 47.3349 - val_loss: 88.0688 - val_mean_squared_error: 88.0688 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 44.0230 - mean_squared_error: 44.0230 - val_loss: 126.6082 - val_mean_squared_error: 126.6082 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 43.1565 - mean_squared_error: 43.1565 - val_loss: 76.7605 - val_mean_squared_error: 76.7605 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 37.6678 - mean_squared_error: 37.6678 - val_loss: 198.2963 - val_mean_squared_error: 198.2963 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 40.6903 - mean_squared_error: 40.6903 - val_loss: 162.8762 - val_mean_squared_error: 162.8762 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 45.8083 - mean_squared_error: 45.8083 - val_loss: 114.8740 - val_mean_squared_error: 114.8740
2022-12-10 15:25:38.561277: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:38.725801: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:39.132098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:39.537262: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 15:25:43.687698: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:44.315636: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:45.009413: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:45.719807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:47.176641: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:48.334255: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:25:49.474122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4866.9673 - mean_squared_error: 4866.9673
2022-12-10 15:26:09.595363: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:26:09.805304: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:26:10.243026: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:26:10.695547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 31s 296ms/step - loss: 4866.9673 - mean_squared_error: 4866.9673 - val_loss: 853.2372 - val_mean_squared_error: 853.2372 Epoch 2/30 81/81 [==============================] - 6s 70ms/step - loss: 2752.8630 - mean_squared_error: 2752.8630 - val_loss: 25.6706 - val_mean_squared_error: 25.6706 Epoch 3/30 81/81 [==============================] - 5s 63ms/step - loss: 1655.6066 - mean_squared_error: 1655.6066 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 5s 58ms/step - loss: 1000.0093 - mean_squared_error: 1000.0093 - val_loss: 1096.5928 - val_mean_squared_error: 1096.5928 Epoch 5/30 81/81 [==============================] - 5s 56ms/step - loss: 875.4462 - mean_squared_error: 875.4462 - val_loss: 2624.3125 - val_mean_squared_error: 2624.3125 Epoch 6/30 81/81 [==============================] - 4s 55ms/step - loss: 771.0320 - mean_squared_error: 771.0320 - val_loss: 1331.5507 - val_mean_squared_error: 1331.5507 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 364.1714 - mean_squared_error: 364.1714 - val_loss: 555.9052 - val_mean_squared_error: 555.9052 Epoch 8/30 81/81 [==============================] - 5s 58ms/step - loss: 151.2560 - mean_squared_error: 151.2560 - val_loss: 20.8951 - val_mean_squared_error: 20.8951 Epoch 9/30 81/81 [==============================] - 5s 57ms/step - loss: 106.5638 - mean_squared_error: 106.5638 - val_loss: 28.6104 - val_mean_squared_error: 28.6104 Epoch 10/30 81/81 [==============================] - 4s 53ms/step - loss: 93.0092 - mean_squared_error: 93.0092 - val_loss: 34.6461 - val_mean_squared_error: 34.6461 Epoch 11/30 81/81 [==============================] - 4s 52ms/step - loss: 85.8200 - mean_squared_error: 85.8200 - val_loss: 22.0004 - val_mean_squared_error: 22.0004 Epoch 12/30 81/81 [==============================] - 4s 52ms/step - loss: 74.4620 - mean_squared_error: 74.4620 - val_loss: 22.8927 - val_mean_squared_error: 22.8927 Epoch 13/30 81/81 [==============================] - 4s 54ms/step - loss: 62.0502 - mean_squared_error: 62.0502 - val_loss: 31.3457 - val_mean_squared_error: 31.3457 Epoch 14/30 81/81 [==============================] - 4s 53ms/step - loss: 63.0038 - mean_squared_error: 63.0038 - val_loss: 32.1466 - val_mean_squared_error: 32.1466 Epoch 15/30 81/81 [==============================] - 4s 52ms/step - loss: 57.9966 - mean_squared_error: 57.9966 - val_loss: 28.9969 - val_mean_squared_error: 28.9969 Epoch 16/30 81/81 [==============================] - 4s 54ms/step - loss: 55.3945 - mean_squared_error: 55.3945 - val_loss: 42.2415 - val_mean_squared_error: 42.2415 Epoch 17/30 81/81 [==============================] - 4s 52ms/step - loss: 60.1223 - mean_squared_error: 60.1223 - val_loss: 92.1929 - val_mean_squared_error: 92.1929 Epoch 18/30 81/81 [==============================] - 4s 52ms/step - loss: 55.5460 - mean_squared_error: 55.5460 - val_loss: 17.4126 - val_mean_squared_error: 17.4126 Epoch 19/30 81/81 [==============================] - 4s 52ms/step - loss: 52.8132 - mean_squared_error: 52.8132 - val_loss: 20.5386 - val_mean_squared_error: 20.5386 Epoch 20/30 81/81 [==============================] - 4s 52ms/step - loss: 50.6068 - mean_squared_error: 50.6068 - val_loss: 79.5948 - val_mean_squared_error: 79.5948 Epoch 21/30 81/81 [==============================] - 4s 54ms/step - loss: 47.1500 - mean_squared_error: 47.1500 - val_loss: 14.2835 - val_mean_squared_error: 14.2835 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 51.9073 - mean_squared_error: 51.9073 - val_loss: 55.9571 - val_mean_squared_error: 55.9571 Epoch 23/30 81/81 [==============================] - 4s 50ms/step - loss: 49.3606 - mean_squared_error: 49.3606 - val_loss: 57.4039 - val_mean_squared_error: 57.4039 Epoch 24/30 81/81 [==============================] - 4s 51ms/step - loss: 53.4723 - mean_squared_error: 53.4723 - val_loss: 93.8164 - val_mean_squared_error: 93.8164 Epoch 25/30 81/81 [==============================] - 4s 51ms/step - loss: 57.8654 - mean_squared_error: 57.8654 - val_loss: 35.0843 - val_mean_squared_error: 35.0843 Epoch 26/30 81/81 [==============================] - 4s 50ms/step - loss: 52.0275 - mean_squared_error: 52.0275 - val_loss: 43.4559 - val_mean_squared_error: 43.4559 Epoch 27/30 81/81 [==============================] - 4s 51ms/step - loss: 46.9341 - mean_squared_error: 46.9341 - val_loss: 37.2519 - val_mean_squared_error: 37.2519 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 41.6317 - mean_squared_error: 41.6317 - val_loss: 130.5104 - val_mean_squared_error: 130.5104 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 45.0240 - mean_squared_error: 45.0240 - val_loss: 63.1653 - val_mean_squared_error: 63.1653 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 42.3647 - mean_squared_error: 42.3647 - val_loss: 18.4314 - val_mean_squared_error: 18.4314
2022-12-10 15:28:20.130997: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:20.328479: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:20.748498: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:21.183552: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:28:25.474146: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:26.057640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:26.740384: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:27.449624: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:28.908040: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:30.059838: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:31.237701: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4958.1279 - mean_squared_error: 4958.1279
2022-12-10 15:28:53.135453: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:53.397763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:53.950447: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:28:54.441196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 33s 313ms/step - loss: 4958.1279 - mean_squared_error: 4958.1279 - val_loss: 1356.3477 - val_mean_squared_error: 1356.3477 Epoch 2/30 81/81 [==============================] - 5s 67ms/step - loss: 2517.4053 - mean_squared_error: 2517.4053 - val_loss: 102.2248 - val_mean_squared_error: 102.2248 Epoch 3/30 81/81 [==============================] - 5s 58ms/step - loss: 1456.8593 - mean_squared_error: 1456.8593 - val_loss: 709.7786 - val_mean_squared_error: 709.7786 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 1049.4878 - mean_squared_error: 1049.4878 - val_loss: 85.0972 - val_mean_squared_error: 85.0972 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 737.6812 - mean_squared_error: 737.6812 - val_loss: 17.6166 - val_mean_squared_error: 17.6166 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 720.3373 - mean_squared_error: 720.3373 - val_loss: 95.5275 - val_mean_squared_error: 95.5275 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 689.3481 - mean_squared_error: 689.3481 - val_loss: 114.0802 - val_mean_squared_error: 114.0802 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 652.7765 - mean_squared_error: 652.7765 - val_loss: 19.2085 - val_mean_squared_error: 19.2085 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 651.5766 - mean_squared_error: 651.5766 - val_loss: 59.8740 - val_mean_squared_error: 59.8740 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 626.7740 - mean_squared_error: 626.7740 - val_loss: 108.7060 - val_mean_squared_error: 108.7060 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 657.3976 - mean_squared_error: 657.3976 - val_loss: 135.2820 - val_mean_squared_error: 135.2820 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 643.9626 - mean_squared_error: 643.9626 - val_loss: 42.8081 - val_mean_squared_error: 42.8081 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 655.1066 - mean_squared_error: 655.1066 - val_loss: 95.4799 - val_mean_squared_error: 95.4799 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 599.6774 - mean_squared_error: 599.6774 - val_loss: 71.0101 - val_mean_squared_error: 71.0101 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 521.0857 - mean_squared_error: 521.0857 - val_loss: 65.7140 - val_mean_squared_error: 65.7140 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 482.9555 - mean_squared_error: 482.9555 - val_loss: 108.5420 - val_mean_squared_error: 108.5420 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 335.8133 - mean_squared_error: 335.8133 - val_loss: 376.8351 - val_mean_squared_error: 376.8351 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 245.6040 - mean_squared_error: 245.6040 - val_loss: 144.1718 - val_mean_squared_error: 144.1718 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 259.4514 - mean_squared_error: 259.4514 - val_loss: 148.8724 - val_mean_squared_error: 148.8724 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 246.9646 - mean_squared_error: 246.9646 - val_loss: 356.1917 - val_mean_squared_error: 356.1917 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 251.7099 - mean_squared_error: 251.7099 - val_loss: 43.9201 - val_mean_squared_error: 43.9201 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 237.6477 - mean_squared_error: 237.6477 - val_loss: 100.2054 - val_mean_squared_error: 100.2054 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 237.7815 - mean_squared_error: 237.7815 - val_loss: 143.8857 - val_mean_squared_error: 143.8857 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 222.8434 - mean_squared_error: 222.8434 - val_loss: 49.7438 - val_mean_squared_error: 49.7438 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 252.2896 - mean_squared_error: 252.2896 - val_loss: 180.8248 - val_mean_squared_error: 180.8248 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 245.7375 - mean_squared_error: 245.7375 - val_loss: 71.9102 - val_mean_squared_error: 71.9102 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 238.6139 - mean_squared_error: 238.6139 - val_loss: 91.1644 - val_mean_squared_error: 91.1644 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 228.5771 - mean_squared_error: 228.5771 - val_loss: 53.4308 - val_mean_squared_error: 53.4308 Epoch 29/30 81/81 [==============================] - 4s 48ms/step - loss: 228.0847 - mean_squared_error: 228.0847 - val_loss: 124.0700 - val_mean_squared_error: 124.0700 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 233.1590 - mean_squared_error: 233.1590 - val_loss: 83.4562 - val_mean_squared_error: 83.4562
2022-12-10 15:30:54.795703: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:30:54.986893: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:30:55.470816: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:30:56.039064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:31:00.515280: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:01.120535: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:01.943098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:02.651798: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:04.158096: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:05.343460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:06.573187: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4871.3398 - mean_squared_error: 4871.3398
2022-12-10 15:31:25.614188: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:25.805208: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:26.225445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:31:26.653116: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 30s 276ms/step - loss: 4871.3398 - mean_squared_error: 4871.3398 - val_loss: 1544.3673 - val_mean_squared_error: 1544.3673 Epoch 2/30 81/81 [==============================] - 5s 62ms/step - loss: 2232.4297 - mean_squared_error: 2232.4297 - val_loss: 43.2781 - val_mean_squared_error: 43.2781 Epoch 3/30 81/81 [==============================] - 4s 55ms/step - loss: 1323.7156 - mean_squared_error: 1323.7156 - val_loss: 238.0315 - val_mean_squared_error: 238.0315 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 757.5701 - mean_squared_error: 757.5701 - val_loss: 1082.1721 - val_mean_squared_error: 1082.1721 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 556.8763 - mean_squared_error: 556.8763 - val_loss: 1153.3168 - val_mean_squared_error: 1153.3168 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 236.7809 - mean_squared_error: 236.7809 - val_loss: 350.3839 - val_mean_squared_error: 350.3839 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 117.3088 - mean_squared_error: 117.3088 - val_loss: 129.2210 - val_mean_squared_error: 129.2210 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 95.8910 - mean_squared_error: 95.8910 - val_loss: 36.7053 - val_mean_squared_error: 36.7053 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 89.5542 - mean_squared_error: 89.5542 - val_loss: 41.0877 - val_mean_squared_error: 41.0877 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 77.5972 - mean_squared_error: 77.5972 - val_loss: 59.5542 - val_mean_squared_error: 59.5542 Epoch 11/30 81/81 [==============================] - 4s 43ms/step - loss: 72.5956 - mean_squared_error: 72.5956 - val_loss: 33.7057 - val_mean_squared_error: 33.7057 Epoch 12/30 81/81 [==============================] - 4s 52ms/step - loss: 67.8028 - mean_squared_error: 67.8028 - val_loss: 44.2702 - val_mean_squared_error: 44.2702 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 57.7789 - mean_squared_error: 57.7789 - val_loss: 71.1571 - val_mean_squared_error: 71.1571 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 56.6994 - mean_squared_error: 56.6994 - val_loss: 43.4524 - val_mean_squared_error: 43.4524 Epoch 15/30 81/81 [==============================] - 5s 59ms/step - loss: 58.9303 - mean_squared_error: 58.9303 - val_loss: 53.1278 - val_mean_squared_error: 53.1278 Epoch 16/30 81/81 [==============================] - 5s 56ms/step - loss: 55.2513 - mean_squared_error: 55.2513 - val_loss: 41.8531 - val_mean_squared_error: 41.8531 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 50.5781 - mean_squared_error: 50.5781 - val_loss: 42.8490 - val_mean_squared_error: 42.8490 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 47.9618 - mean_squared_error: 47.9618 - val_loss: 61.0505 - val_mean_squared_error: 61.0505 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 49.6157 - mean_squared_error: 49.6157 - val_loss: 87.8520 - val_mean_squared_error: 87.8520 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 51.6269 - mean_squared_error: 51.6269 - val_loss: 49.6435 - val_mean_squared_error: 49.6435 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 49.5349 - mean_squared_error: 49.5349 - val_loss: 26.8855 - val_mean_squared_error: 26.8855 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 53.8613 - mean_squared_error: 53.8613 - val_loss: 38.9698 - val_mean_squared_error: 38.9698 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 43.7888 - mean_squared_error: 43.7888 - val_loss: 28.8242 - val_mean_squared_error: 28.8242 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 44.6764 - mean_squared_error: 44.6764 - val_loss: 48.9463 - val_mean_squared_error: 48.9463 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 45.4528 - mean_squared_error: 45.4528 - val_loss: 35.8501 - val_mean_squared_error: 35.8501 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 41.1220 - mean_squared_error: 41.1220 - val_loss: 82.6734 - val_mean_squared_error: 82.6734 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 47.7602 - mean_squared_error: 47.7602 - val_loss: 35.9477 - val_mean_squared_error: 35.9476 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 45.1023 - mean_squared_error: 45.1023 - val_loss: 44.6081 - val_mean_squared_error: 44.6081 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 38.6720 - mean_squared_error: 38.6720 - val_loss: 53.1028 - val_mean_squared_error: 53.1028 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 43.5812 - mean_squared_error: 43.5812 - val_loss: 38.8909 - val_mean_squared_error: 38.8909
2022-12-10 15:33:22.421759: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:22.603081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:23.109834: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:23.592127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 2 best_solution : [1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 0 0 1 1 0 1 0 0 1 0 0 1 1 1 1 0 1 1 1 0 0 0 0 1 1 0 0 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1] Selected indices : [ 0 1 2 3 4 6 8 9 11 13 15 18 21 24 25 27 29 31 32 33 36 37 39 42 45 46 47 48 50 51 52 57 58 61 62 64 65 66 67 68 71 72 73 74 75 76 78 80] Number of selected elements : 48 Best solution fitness : 0.025201897096849134 Generation: 9 [[0.18225377 0.12548801 0.43662912 ... 0. 0. 0. ] [0.19041704 0.15281651 0.44309554 ... 0. 0. 0. ] [0.18030169 0.18600112 0.44272007 ... 0. 0. 0. ] ... [0.07808341 0.07933631 0.74735086 ... 0. 0. 0. ] [0.0743567 0.07306191 0.76512307 ... 0. 0. 0. ] [0.07488909 0.08951478 0.76583229 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:33:28.139545: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:28.694274: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:29.483269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:30.318536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:31.957299: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:33.261634: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:34.576946: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4830.5527 - mean_squared_error: 4830.5527
2022-12-10 15:33:55.986425: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:56.179518: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:56.626658: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:33:57.070961: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 34s 307ms/step - loss: 4830.5527 - mean_squared_error: 4830.5527 - val_loss: 848.0790 - val_mean_squared_error: 848.0790 Epoch 2/30 81/81 [==============================] - 5s 57ms/step - loss: 2727.3918 - mean_squared_error: 2727.3918 - val_loss: 39.5652 - val_mean_squared_error: 39.5652 Epoch 3/30 81/81 [==============================] - 5s 62ms/step - loss: 1632.9348 - mean_squared_error: 1632.9348 - val_loss: 580.2741 - val_mean_squared_error: 580.2741 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 1049.4729 - mean_squared_error: 1049.4729 - val_loss: 484.7855 - val_mean_squared_error: 484.7855 Epoch 5/30 81/81 [==============================] - 4s 54ms/step - loss: 953.5992 - mean_squared_error: 953.5992 - val_loss: 369.7072 - val_mean_squared_error: 369.7072 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 929.5689 - mean_squared_error: 929.5689 - val_loss: 501.4142 - val_mean_squared_error: 501.4142 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 942.7465 - mean_squared_error: 942.7465 - val_loss: 410.1863 - val_mean_squared_error: 410.1863 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 926.0048 - mean_squared_error: 926.0048 - val_loss: 35.9777 - val_mean_squared_error: 35.9777 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 846.2419 - mean_squared_error: 846.2419 - val_loss: 132.2626 - val_mean_squared_error: 132.2626 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 674.0204 - mean_squared_error: 674.0204 - val_loss: 555.3392 - val_mean_squared_error: 555.3392 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 552.3709 - mean_squared_error: 552.3709 - val_loss: 266.0309 - val_mean_squared_error: 266.0309 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 527.4474 - mean_squared_error: 527.4474 - val_loss: 61.1055 - val_mean_squared_error: 61.1055 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 553.0255 - mean_squared_error: 553.0255 - val_loss: 38.7818 - val_mean_squared_error: 38.7818 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 502.2171 - mean_squared_error: 502.2171 - val_loss: 38.2905 - val_mean_squared_error: 38.2905 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 517.0466 - mean_squared_error: 517.0466 - val_loss: 50.8584 - val_mean_squared_error: 50.8584 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 503.6952 - mean_squared_error: 503.6952 - val_loss: 102.2206 - val_mean_squared_error: 102.2206 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 466.6339 - mean_squared_error: 466.6339 - val_loss: 107.4801 - val_mean_squared_error: 107.4801 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 484.7894 - mean_squared_error: 484.7894 - val_loss: 27.7677 - val_mean_squared_error: 27.7677 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 480.2854 - mean_squared_error: 480.2854 - val_loss: 36.7970 - val_mean_squared_error: 36.7970 Epoch 20/30 81/81 [==============================] - 4s 50ms/step - loss: 481.9123 - mean_squared_error: 481.9123 - val_loss: 36.6235 - val_mean_squared_error: 36.6235 Epoch 21/30 81/81 [==============================] - 4s 49ms/step - loss: 472.5359 - mean_squared_error: 472.5359 - val_loss: 40.8569 - val_mean_squared_error: 40.8569 Epoch 22/30 81/81 [==============================] - 4s 49ms/step - loss: 528.7120 - mean_squared_error: 528.7120 - val_loss: 31.0833 - val_mean_squared_error: 31.0833 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 480.9523 - mean_squared_error: 480.9523 - val_loss: 53.2538 - val_mean_squared_error: 53.2538 Epoch 24/30 81/81 [==============================] - 4s 49ms/step - loss: 526.5565 - mean_squared_error: 526.5565 - val_loss: 37.7885 - val_mean_squared_error: 37.7885 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 508.1744 - mean_squared_error: 508.1744 - val_loss: 38.4305 - val_mean_squared_error: 38.4305 Epoch 26/30 81/81 [==============================] - 4s 49ms/step - loss: 487.0405 - mean_squared_error: 487.0405 - val_loss: 70.3895 - val_mean_squared_error: 70.3895 Epoch 27/30 81/81 [==============================] - 4s 54ms/step - loss: 488.1392 - mean_squared_error: 488.1392 - val_loss: 63.5658 - val_mean_squared_error: 63.5658 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 477.7354 - mean_squared_error: 477.7354 - val_loss: 80.1380 - val_mean_squared_error: 80.1380 Epoch 29/30 81/81 [==============================] - 4s 51ms/step - loss: 470.9377 - mean_squared_error: 470.9377 - val_loss: 184.6589 - val_mean_squared_error: 184.6589 Epoch 30/30 81/81 [==============================] - 4s 53ms/step - loss: 437.4266 - mean_squared_error: 437.4266 - val_loss: 72.8631 - val_mean_squared_error: 72.8631
2022-12-10 15:35:58.827987: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:35:59.030562: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:35:59.527728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:00.035786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:36:03.992127: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:04.551075: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:05.231599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:06.019810: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:07.547001: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:08.851061: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:10.201042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4769.2798 - mean_squared_error: 4769.2798
2022-12-10 15:36:31.601366: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:31.776718: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:32.283888: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:36:32.777239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 32s 303ms/step - loss: 4769.2798 - mean_squared_error: 4769.2798 - val_loss: 518.5598 - val_mean_squared_error: 518.5598 Epoch 2/30 81/81 [==============================] - 5s 62ms/step - loss: 2338.2937 - mean_squared_error: 2338.2937 - val_loss: 143.4474 - val_mean_squared_error: 143.4474 Epoch 3/30 81/81 [==============================] - 5s 57ms/step - loss: 1496.5061 - mean_squared_error: 1496.5061 - val_loss: 1372.4086 - val_mean_squared_error: 1372.4086 Epoch 4/30 81/81 [==============================] - 4s 49ms/step - loss: 759.3939 - mean_squared_error: 759.3939 - val_loss: 667.6631 - val_mean_squared_error: 667.6631 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 320.3488 - mean_squared_error: 320.3488 - val_loss: 20.0374 - val_mean_squared_error: 20.0374 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 304.4515 - mean_squared_error: 304.4515 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 327.4676 - mean_squared_error: 327.4676 - val_loss: 271.3188 - val_mean_squared_error: 271.3188 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 266.9919 - mean_squared_error: 266.9919 - val_loss: 78.1690 - val_mean_squared_error: 78.1690 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 271.3329 - mean_squared_error: 271.3329 - val_loss: 30.3534 - val_mean_squared_error: 30.3534 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 264.9019 - mean_squared_error: 264.9019 - val_loss: 25.4309 - val_mean_squared_error: 25.4309 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 265.4737 - mean_squared_error: 265.4737 - val_loss: 30.1493 - val_mean_squared_error: 30.1493 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 241.1553 - mean_squared_error: 241.1553 - val_loss: 25.1159 - val_mean_squared_error: 25.1159 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 248.9892 - mean_squared_error: 248.9892 - val_loss: 33.2707 - val_mean_squared_error: 33.2707 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 271.9839 - mean_squared_error: 271.9839 - val_loss: 74.5059 - val_mean_squared_error: 74.5059 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 266.6664 - mean_squared_error: 266.6664 - val_loss: 75.2580 - val_mean_squared_error: 75.2580 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 234.0520 - mean_squared_error: 234.0520 - val_loss: 78.0378 - val_mean_squared_error: 78.0378 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 292.9381 - mean_squared_error: 292.9381 - val_loss: 205.3920 - val_mean_squared_error: 205.3920 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 262.5013 - mean_squared_error: 262.5013 - val_loss: 59.5706 - val_mean_squared_error: 59.5706 Epoch 19/30 81/81 [==============================] - 4s 48ms/step - loss: 267.4932 - mean_squared_error: 267.4932 - val_loss: 57.6486 - val_mean_squared_error: 57.6486 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 250.9554 - mean_squared_error: 250.9554 - val_loss: 64.3811 - val_mean_squared_error: 64.3811 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 257.6207 - mean_squared_error: 257.6207 - val_loss: 98.3106 - val_mean_squared_error: 98.3106 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 250.8333 - mean_squared_error: 250.8333 - val_loss: 103.2991 - val_mean_squared_error: 103.2991 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 222.5810 - mean_squared_error: 222.5810 - val_loss: 104.5871 - val_mean_squared_error: 104.5871 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 238.4539 - mean_squared_error: 238.4539 - val_loss: 75.5600 - val_mean_squared_error: 75.5600 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 246.7749 - mean_squared_error: 246.7749 - val_loss: 130.7627 - val_mean_squared_error: 130.7627 Epoch 26/30 81/81 [==============================] - 4s 43ms/step - loss: 249.4477 - mean_squared_error: 249.4477 - val_loss: 63.3976 - val_mean_squared_error: 63.3976 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 259.0739 - mean_squared_error: 259.0739 - val_loss: 28.3743 - val_mean_squared_error: 28.3743 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 240.1345 - mean_squared_error: 240.1345 - val_loss: 27.7302 - val_mean_squared_error: 27.7302 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 236.8950 - mean_squared_error: 236.8950 - val_loss: 80.7494 - val_mean_squared_error: 80.7494 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 241.7393 - mean_squared_error: 241.7393 - val_loss: 63.9172 - val_mean_squared_error: 63.9172
2022-12-10 15:38:26.373921: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:26.558841: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:26.974321: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:27.512072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 15:38:32.356423: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:33.158409: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:34.152983: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:34.946922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:36.722622: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:38.029739: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:38:39.348020: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4832.9790 - mean_squared_error: 4832.9790
2022-12-10 15:39:01.448858: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:39:01.690681: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:39:02.170974: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:39:02.633606: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 34s 319ms/step - loss: 4832.9790 - mean_squared_error: 4832.9790 - val_loss: 2260.9070 - val_mean_squared_error: 2260.9070 Epoch 2/30 81/81 [==============================] - 5s 64ms/step - loss: 2786.3938 - mean_squared_error: 2786.3938 - val_loss: 351.2523 - val_mean_squared_error: 351.2523 Epoch 3/30 81/81 [==============================] - 5s 60ms/step - loss: 2020.9484 - mean_squared_error: 2020.9482 - val_loss: 1800.9763 - val_mean_squared_error: 1800.9763 Epoch 4/30 81/81 [==============================] - 5s 62ms/step - loss: 1080.6648 - mean_squared_error: 1080.6648 - val_loss: 562.6456 - val_mean_squared_error: 562.6456 Epoch 5/30 81/81 [==============================] - 5s 59ms/step - loss: 1117.8245 - mean_squared_error: 1117.8245 - val_loss: 1018.9344 - val_mean_squared_error: 1018.9344 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 1105.4418 - mean_squared_error: 1105.4418 - val_loss: 540.5486 - val_mean_squared_error: 540.5486 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 1059.2418 - mean_squared_error: 1059.2418 - val_loss: 311.3152 - val_mean_squared_error: 311.3152 Epoch 8/30 81/81 [==============================] - 4s 55ms/step - loss: 1070.4261 - mean_squared_error: 1070.4261 - val_loss: 403.1076 - val_mean_squared_error: 403.1076 Epoch 9/30 81/81 [==============================] - 4s 53ms/step - loss: 1029.5049 - mean_squared_error: 1029.5049 - val_loss: 154.3709 - val_mean_squared_error: 154.3709 Epoch 10/30 81/81 [==============================] - 4s 53ms/step - loss: 986.0554 - mean_squared_error: 986.0554 - val_loss: 3036.8242 - val_mean_squared_error: 3036.8242 Epoch 11/30 81/81 [==============================] - 4s 55ms/step - loss: 890.0215 - mean_squared_error: 890.0215 - val_loss: 45.1700 - val_mean_squared_error: 45.1700 Epoch 12/30 81/81 [==============================] - 4s 53ms/step - loss: 786.3093 - mean_squared_error: 786.3093 - val_loss: 574.4394 - val_mean_squared_error: 574.4394 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 691.0178 - mean_squared_error: 691.0178 - val_loss: 471.2042 - val_mean_squared_error: 471.2042 Epoch 14/30 81/81 [==============================] - 4s 52ms/step - loss: 704.4201 - mean_squared_error: 704.4201 - val_loss: 226.4814 - val_mean_squared_error: 226.4814 Epoch 15/30 81/81 [==============================] - 4s 55ms/step - loss: 639.9984 - mean_squared_error: 639.9984 - val_loss: 40.8942 - val_mean_squared_error: 40.8942 Epoch 16/30 81/81 [==============================] - 4s 54ms/step - loss: 659.9337 - mean_squared_error: 659.9337 - val_loss: 38.3114 - val_mean_squared_error: 38.3114 Epoch 17/30 81/81 [==============================] - 4s 51ms/step - loss: 622.3467 - mean_squared_error: 622.3467 - val_loss: 145.8916 - val_mean_squared_error: 145.8916 Epoch 18/30 81/81 [==============================] - 4s 52ms/step - loss: 493.7348 - mean_squared_error: 493.7348 - val_loss: 1336.4108 - val_mean_squared_error: 1336.4108 Epoch 19/30 81/81 [==============================] - 4s 54ms/step - loss: 322.5409 - mean_squared_error: 322.5409 - val_loss: 1108.1475 - val_mean_squared_error: 1108.1475 Epoch 20/30 81/81 [==============================] - 4s 52ms/step - loss: 296.8794 - mean_squared_error: 296.8794 - val_loss: 103.1934 - val_mean_squared_error: 103.1934 Epoch 21/30 81/81 [==============================] - 4s 53ms/step - loss: 257.2662 - mean_squared_error: 257.2662 - val_loss: 66.7019 - val_mean_squared_error: 66.7019 Epoch 22/30 81/81 [==============================] - 4s 52ms/step - loss: 257.5229 - mean_squared_error: 257.5229 - val_loss: 161.9035 - val_mean_squared_error: 161.9035 Epoch 23/30 81/81 [==============================] - 4s 53ms/step - loss: 238.3557 - mean_squared_error: 238.3557 - val_loss: 64.1293 - val_mean_squared_error: 64.1293 Epoch 24/30 81/81 [==============================] - 4s 54ms/step - loss: 260.8683 - mean_squared_error: 260.8683 - val_loss: 628.0671 - val_mean_squared_error: 628.0671 Epoch 25/30 81/81 [==============================] - 4s 54ms/step - loss: 264.8643 - mean_squared_error: 264.8643 - val_loss: 20.1520 - val_mean_squared_error: 20.1520 Epoch 26/30 81/81 [==============================] - 4s 52ms/step - loss: 238.6140 - mean_squared_error: 238.6140 - val_loss: 183.0714 - val_mean_squared_error: 183.0714 Epoch 27/30 81/81 [==============================] - 4s 54ms/step - loss: 243.9639 - mean_squared_error: 243.9639 - val_loss: 180.5755 - val_mean_squared_error: 180.5755 Epoch 28/30 81/81 [==============================] - 4s 54ms/step - loss: 255.4910 - mean_squared_error: 255.4910 - val_loss: 174.9166 - val_mean_squared_error: 174.9166 Epoch 29/30 81/81 [==============================] - 4s 53ms/step - loss: 221.9494 - mean_squared_error: 221.9494 - val_loss: 351.8975 - val_mean_squared_error: 351.8974 Epoch 30/30 81/81 [==============================] - 4s 51ms/step - loss: 232.7576 - mean_squared_error: 232.7576 - val_loss: 48.2843 - val_mean_squared_error: 48.2843
2022-12-10 15:41:13.189362: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:13.445033: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:13.876931: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:14.337716: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:41:18.430130: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:18.956269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:19.643162: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:20.387730: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:21.864189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:23.097490: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:24.526293: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4778.9185 - mean_squared_error: 4778.9185
2022-12-10 15:41:46.877323: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:47.107793: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:47.589203: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:41:48.053475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 33s 319ms/step - loss: 4778.9185 - mean_squared_error: 4778.9185 - val_loss: 515.7015 - val_mean_squared_error: 515.7015 Epoch 2/30 81/81 [==============================] - 5s 61ms/step - loss: 2547.4409 - mean_squared_error: 2547.4409 - val_loss: 36.6516 - val_mean_squared_error: 36.6516 Epoch 3/30 81/81 [==============================] - 5s 61ms/step - loss: 1225.5281 - mean_squared_error: 1225.5281 - val_loss: 791.5546 - val_mean_squared_error: 791.5546 Epoch 4/30 81/81 [==============================] - 4s 52ms/step - loss: 909.3576 - mean_squared_error: 909.3576 - val_loss: 670.3737 - val_mean_squared_error: 670.3737 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 581.5639 - mean_squared_error: 581.5639 - val_loss: 59.0481 - val_mean_squared_error: 59.0481 Epoch 6/30 81/81 [==============================] - 6s 71ms/step - loss: 360.5443 - mean_squared_error: 360.5443 - val_loss: 150.5877 - val_mean_squared_error: 150.5877 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 239.9288 - mean_squared_error: 239.9288 - val_loss: 63.2550 - val_mean_squared_error: 63.2550 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 98.7896 - mean_squared_error: 98.7896 - val_loss: 24.1048 - val_mean_squared_error: 24.1048 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 73.2786 - mean_squared_error: 73.2786 - val_loss: 23.4363 - val_mean_squared_error: 23.4363 Epoch 10/30 81/81 [==============================] - 4s 48ms/step - loss: 80.7494 - mean_squared_error: 80.7494 - val_loss: 34.7663 - val_mean_squared_error: 34.7663 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 76.5250 - mean_squared_error: 76.5250 - val_loss: 44.0655 - val_mean_squared_error: 44.0655 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 69.0908 - mean_squared_error: 69.0908 - val_loss: 75.5472 - val_mean_squared_error: 75.5472 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 61.1073 - mean_squared_error: 61.1073 - val_loss: 46.0762 - val_mean_squared_error: 46.0762 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 60.5587 - mean_squared_error: 60.5587 - val_loss: 21.8560 - val_mean_squared_error: 21.8560 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 60.1170 - mean_squared_error: 60.1170 - val_loss: 28.3468 - val_mean_squared_error: 28.3468 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 53.5485 - mean_squared_error: 53.5485 - val_loss: 38.8972 - val_mean_squared_error: 38.8972 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 54.3092 - mean_squared_error: 54.3092 - val_loss: 33.1818 - val_mean_squared_error: 33.1818 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 49.3735 - mean_squared_error: 49.3735 - val_loss: 75.9984 - val_mean_squared_error: 75.9984 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 50.6596 - mean_squared_error: 50.6596 - val_loss: 21.7306 - val_mean_squared_error: 21.7306 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 53.4048 - mean_squared_error: 53.4048 - val_loss: 22.1579 - val_mean_squared_error: 22.1579 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 46.8100 - mean_squared_error: 46.8100 - val_loss: 18.8630 - val_mean_squared_error: 18.8630 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 44.0970 - mean_squared_error: 44.0970 - val_loss: 21.7870 - val_mean_squared_error: 21.7870 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 46.1046 - mean_squared_error: 46.1046 - val_loss: 63.5605 - val_mean_squared_error: 63.5605 Epoch 24/30 81/81 [==============================] - 4s 51ms/step - loss: 49.3282 - mean_squared_error: 49.3282 - val_loss: 30.6027 - val_mean_squared_error: 30.6027 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 40.4921 - mean_squared_error: 40.4921 - val_loss: 26.1988 - val_mean_squared_error: 26.1988 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 266.1939 - mean_squared_error: 266.1939 - val_loss: 222.4775 - val_mean_squared_error: 222.4775 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 334.3781 - mean_squared_error: 334.3781 - val_loss: 1854.0544 - val_mean_squared_error: 1854.0544 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 262.1286 - mean_squared_error: 262.1286 - val_loss: 448.8301 - val_mean_squared_error: 448.8301 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 169.4313 - mean_squared_error: 169.4313 - val_loss: 174.3071 - val_mean_squared_error: 174.3071 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 104.5453 - mean_squared_error: 104.5453 - val_loss: 20.3507 - val_mean_squared_error: 20.3507
2022-12-10 15:43:48.095526: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:43:48.301489: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:43:48.820307: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:43:49.580898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:43:54.397434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:43:55.471839: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:43:56.345593: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:43:57.202626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:43:58.867769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:44:00.118005: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:44:01.393292: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4747.2998 - mean_squared_error: 4747.2998
2022-12-10 15:44:24.418845: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:44:24.643785: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:44:25.087312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:44:25.552631: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 36s 330ms/step - loss: 4747.2998 - mean_squared_error: 4747.2998 - val_loss: 1293.0887 - val_mean_squared_error: 1293.0887 Epoch 2/30 81/81 [==============================] - 6s 75ms/step - loss: 2033.4740 - mean_squared_error: 2033.4740 - val_loss: 359.0960 - val_mean_squared_error: 359.0960 Epoch 3/30 81/81 [==============================] - 5s 59ms/step - loss: 1203.2017 - mean_squared_error: 1203.2017 - val_loss: 338.7738 - val_mean_squared_error: 338.7738 Epoch 4/30 81/81 [==============================] - 4s 52ms/step - loss: 1072.8859 - mean_squared_error: 1072.8859 - val_loss: 7688.8198 - val_mean_squared_error: 7688.8198 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 183.2176 - mean_squared_error: 183.2176 - val_loss: 3116.6973 - val_mean_squared_error: 3116.6973 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 134.6708 - mean_squared_error: 134.6708 - val_loss: 1200.4448 - val_mean_squared_error: 1200.4448 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 112.0392 - mean_squared_error: 112.0392 - val_loss: 248.9899 - val_mean_squared_error: 248.9899 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 99.1932 - mean_squared_error: 99.1932 - val_loss: 28.7804 - val_mean_squared_error: 28.7804 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 84.2222 - mean_squared_error: 84.2222 - val_loss: 39.9297 - val_mean_squared_error: 39.9297 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 81.0439 - mean_squared_error: 81.0439 - val_loss: 26.2503 - val_mean_squared_error: 26.2503 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 69.1423 - mean_squared_error: 69.1423 - val_loss: 29.8361 - val_mean_squared_error: 29.8361 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 61.2865 - mean_squared_error: 61.2865 - val_loss: 48.8053 - val_mean_squared_error: 48.8053 Epoch 13/30 81/81 [==============================] - 4s 51ms/step - loss: 58.8850 - mean_squared_error: 58.8850 - val_loss: 95.1139 - val_mean_squared_error: 95.1139 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 59.7681 - mean_squared_error: 59.7681 - val_loss: 33.4889 - val_mean_squared_error: 33.4889 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 51.9125 - mean_squared_error: 51.9125 - val_loss: 28.7997 - val_mean_squared_error: 28.7997 Epoch 16/30 81/81 [==============================] - 4s 49ms/step - loss: 55.1047 - mean_squared_error: 55.1047 - val_loss: 25.6171 - val_mean_squared_error: 25.6171 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 52.6925 - mean_squared_error: 52.6925 - val_loss: 32.3260 - val_mean_squared_error: 32.3260 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 50.1433 - mean_squared_error: 50.1433 - val_loss: 26.4113 - val_mean_squared_error: 26.4113 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 53.0452 - mean_squared_error: 53.0452 - val_loss: 38.9658 - val_mean_squared_error: 38.9658 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 49.5292 - mean_squared_error: 49.5292 - val_loss: 27.2380 - val_mean_squared_error: 27.2380 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 47.1826 - mean_squared_error: 47.1826 - val_loss: 51.9689 - val_mean_squared_error: 51.9689 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 42.5202 - mean_squared_error: 42.5202 - val_loss: 23.6611 - val_mean_squared_error: 23.6611 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 41.7717 - mean_squared_error: 41.7717 - val_loss: 33.2028 - val_mean_squared_error: 33.2028 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 50.3718 - mean_squared_error: 50.3718 - val_loss: 38.1516 - val_mean_squared_error: 38.1516 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 48.0862 - mean_squared_error: 48.0862 - val_loss: 30.1498 - val_mean_squared_error: 30.1498 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 41.6838 - mean_squared_error: 41.6838 - val_loss: 32.1503 - val_mean_squared_error: 32.1503 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 47.7470 - mean_squared_error: 47.7470 - val_loss: 31.9429 - val_mean_squared_error: 31.9429 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 47.7080 - mean_squared_error: 47.7080 - val_loss: 25.4969 - val_mean_squared_error: 25.4969 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 39.9207 - mean_squared_error: 39.9207 - val_loss: 34.1975 - val_mean_squared_error: 34.1975 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 41.8907 - mean_squared_error: 41.8907 - val_loss: 28.1163 - val_mean_squared_error: 28.1163
2022-12-10 15:46:22.450023: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:22.643354: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:23.074797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:23.521434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.03615117309345103 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 15:46:28.114547: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:28.634092: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:29.306006: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:30.032289: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:31.666050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:32.909155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:34.197009: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4908.6440 - mean_squared_error: 4908.6440
2022-12-10 15:46:59.200749: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:59.345696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:46:59.991476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:47:00.694528: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 37s 353ms/step - loss: 4908.6440 - mean_squared_error: 4908.6440 - val_loss: 1705.4269 - val_mean_squared_error: 1705.4269 Epoch 2/30 81/81 [==============================] - 6s 72ms/step - loss: 2480.5251 - mean_squared_error: 2480.5251 - val_loss: 18.1553 - val_mean_squared_error: 18.1553 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 1114.1130 - mean_squared_error: 1114.1130 - val_loss: 18.7912 - val_mean_squared_error: 18.7912 Epoch 4/30 81/81 [==============================] - 4s 53ms/step - loss: 607.9719 - mean_squared_error: 607.9719 - val_loss: 18.9627 - val_mean_squared_error: 18.9627 Epoch 5/30 81/81 [==============================] - 5s 61ms/step - loss: 587.4333 - mean_squared_error: 587.4333 - val_loss: 708.0946 - val_mean_squared_error: 708.0946 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 575.1161 - mean_squared_error: 575.1161 - val_loss: 247.4705 - val_mean_squared_error: 247.4705 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 571.4895 - mean_squared_error: 571.4895 - val_loss: 387.3384 - val_mean_squared_error: 387.3384 Epoch 8/30 81/81 [==============================] - 4s 52ms/step - loss: 553.7747 - mean_squared_error: 553.7747 - val_loss: 270.3376 - val_mean_squared_error: 270.3376 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 569.1684 - mean_squared_error: 569.1684 - val_loss: 25.6413 - val_mean_squared_error: 25.6413 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 560.1876 - mean_squared_error: 560.1876 - val_loss: 365.4979 - val_mean_squared_error: 365.4979 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 392.5610 - mean_squared_error: 392.5610 - val_loss: 33.1354 - val_mean_squared_error: 33.1354 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 257.4395 - mean_squared_error: 257.4395 - val_loss: 407.5898 - val_mean_squared_error: 407.5898 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 175.6525 - mean_squared_error: 175.6525 - val_loss: 205.5169 - val_mean_squared_error: 205.5168 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 135.6727 - mean_squared_error: 135.6727 - val_loss: 224.4260 - val_mean_squared_error: 224.4260 Epoch 15/30 81/81 [==============================] - 4s 50ms/step - loss: 106.5028 - mean_squared_error: 106.5028 - val_loss: 32.5607 - val_mean_squared_error: 32.5607 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 104.2752 - mean_squared_error: 104.2752 - val_loss: 23.6866 - val_mean_squared_error: 23.6866 Epoch 17/30 81/81 [==============================] - 4s 47ms/step - loss: 90.3920 - mean_squared_error: 90.3920 - val_loss: 26.0070 - val_mean_squared_error: 26.0070 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 90.7473 - mean_squared_error: 90.7473 - val_loss: 172.7758 - val_mean_squared_error: 172.7758 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 84.1351 - mean_squared_error: 84.1351 - val_loss: 24.9142 - val_mean_squared_error: 24.9142 Epoch 20/30 81/81 [==============================] - 4s 47ms/step - loss: 74.7350 - mean_squared_error: 74.7350 - val_loss: 77.1752 - val_mean_squared_error: 77.1752 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 67.4634 - mean_squared_error: 67.4634 - val_loss: 34.5630 - val_mean_squared_error: 34.5630 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 66.1879 - mean_squared_error: 66.1879 - val_loss: 36.2822 - val_mean_squared_error: 36.2822 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 62.8951 - mean_squared_error: 62.8951 - val_loss: 33.1082 - val_mean_squared_error: 33.1082 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 53.4301 - mean_squared_error: 53.4301 - val_loss: 26.8980 - val_mean_squared_error: 26.8980 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 50.5409 - mean_squared_error: 50.5409 - val_loss: 140.6625 - val_mean_squared_error: 140.6625 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 57.2292 - mean_squared_error: 57.2292 - val_loss: 27.8456 - val_mean_squared_error: 27.8456 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 65.8690 - mean_squared_error: 65.8690 - val_loss: 165.6058 - val_mean_squared_error: 165.6058 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 58.6929 - mean_squared_error: 58.6929 - val_loss: 155.6431 - val_mean_squared_error: 155.6431 Epoch 29/30 81/81 [==============================] - 4s 48ms/step - loss: 47.3463 - mean_squared_error: 47.3463 - val_loss: 52.5518 - val_mean_squared_error: 52.5518 Epoch 30/30 81/81 [==============================] - 4s 47ms/step - loss: 42.9771 - mean_squared_error: 42.9771 - val_loss: 21.9437 - val_mean_squared_error: 21.9437
2022-12-10 15:49:02.002537: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:02.215961: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:02.725573: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:03.207137: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:49:07.075912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:07.603878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:08.484476: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:09.189651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:10.782791: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:12.110901: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:13.354773: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4698.8491 - mean_squared_error: 4698.8491
2022-12-10 15:49:39.351293: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:39.611549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:40.324474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:49:41.073698: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 39s 385ms/step - loss: 4698.8491 - mean_squared_error: 4698.8491 - val_loss: 3164.4348 - val_mean_squared_error: 3164.4348 Epoch 2/30 81/81 [==============================] - 5s 67ms/step - loss: 2004.4871 - mean_squared_error: 2004.4871 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 49ms/step - loss: 1141.3352 - mean_squared_error: 1141.3352 - val_loss: 780.4791 - val_mean_squared_error: 780.4791 Epoch 4/30 81/81 [==============================] - 4s 55ms/step - loss: 1177.6826 - mean_squared_error: 1177.6826 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 629.0399 - mean_squared_error: 629.0399 - val_loss: 372.3444 - val_mean_squared_error: 372.3444 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 391.2705 - mean_squared_error: 391.2705 - val_loss: 260.1981 - val_mean_squared_error: 260.1981 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 379.2723 - mean_squared_error: 379.2723 - val_loss: 69.6253 - val_mean_squared_error: 69.6253 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 355.2585 - mean_squared_error: 355.2585 - val_loss: 51.8265 - val_mean_squared_error: 51.8265 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 301.8040 - mean_squared_error: 301.8040 - val_loss: 104.0452 - val_mean_squared_error: 104.0452 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 295.0621 - mean_squared_error: 295.0621 - val_loss: 173.2845 - val_mean_squared_error: 173.2845 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 290.0802 - mean_squared_error: 290.0802 - val_loss: 235.0015 - val_mean_squared_error: 235.0015 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 282.9725 - mean_squared_error: 282.9725 - val_loss: 113.1820 - val_mean_squared_error: 113.1820 Epoch 13/30 81/81 [==============================] - 4s 49ms/step - loss: 280.7300 - mean_squared_error: 280.7300 - val_loss: 154.1862 - val_mean_squared_error: 154.1862 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 268.3836 - mean_squared_error: 268.3836 - val_loss: 242.3743 - val_mean_squared_error: 242.3743 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 272.1187 - mean_squared_error: 272.1187 - val_loss: 176.9147 - val_mean_squared_error: 176.9147 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 230.6361 - mean_squared_error: 230.6361 - val_loss: 129.4677 - val_mean_squared_error: 129.4677 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 267.0065 - mean_squared_error: 267.0065 - val_loss: 110.8684 - val_mean_squared_error: 110.8684 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 246.2825 - mean_squared_error: 246.2825 - val_loss: 26.8081 - val_mean_squared_error: 26.8081 Epoch 19/30 81/81 [==============================] - 4s 43ms/step - loss: 246.9329 - mean_squared_error: 246.9329 - val_loss: 120.1844 - val_mean_squared_error: 120.1844 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 278.1199 - mean_squared_error: 278.1199 - val_loss: 66.5726 - val_mean_squared_error: 66.5726 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 258.7632 - mean_squared_error: 258.7632 - val_loss: 125.5922 - val_mean_squared_error: 125.5922 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 226.6015 - mean_squared_error: 226.6015 - val_loss: 55.3497 - val_mean_squared_error: 55.3497 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 250.3522 - mean_squared_error: 250.3522 - val_loss: 66.0968 - val_mean_squared_error: 66.0968 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 219.1672 - mean_squared_error: 219.1672 - val_loss: 85.4971 - val_mean_squared_error: 85.4971 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 226.3817 - mean_squared_error: 226.3817 - val_loss: 83.3057 - val_mean_squared_error: 83.3057 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 265.7093 - mean_squared_error: 265.7093 - val_loss: 54.7913 - val_mean_squared_error: 54.7913 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 245.0733 - mean_squared_error: 245.0733 - val_loss: 65.5749 - val_mean_squared_error: 65.5749 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 250.5446 - mean_squared_error: 250.5446 - val_loss: 142.4973 - val_mean_squared_error: 142.4972 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 251.9170 - mean_squared_error: 251.9170 - val_loss: 74.6872 - val_mean_squared_error: 74.6872 Epoch 30/30 81/81 [==============================] - 4s 43ms/step - loss: 245.1152 - mean_squared_error: 245.1152 - val_loss: 80.4141 - val_mean_squared_error: 80.4141
2022-12-10 15:51:35.162654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:35.329747: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:35.805667: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:36.256932: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 15:51:40.934939: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:41.531643: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:42.495060: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:43.290076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:45.720608: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:47.820536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:51:49.660122: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4916.8828 - mean_squared_error: 4916.8828
2022-12-10 15:52:15.192279: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:52:15.354884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:52:16.093721: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:52:16.811294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 41s 379ms/step - loss: 4916.8828 - mean_squared_error: 4916.8828 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 6s 71ms/step - loss: 2733.6665 - mean_squared_error: 2733.6665 - val_loss: 425.5473 - val_mean_squared_error: 425.5473 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 1130.3319 - mean_squared_error: 1130.3319 - val_loss: 1035.1667 - val_mean_squared_error: 1035.1667 Epoch 4/30 81/81 [==============================] - 5s 61ms/step - loss: 917.3182 - mean_squared_error: 917.3182 - val_loss: 1070.9462 - val_mean_squared_error: 1070.9462 Epoch 5/30 81/81 [==============================] - 4s 55ms/step - loss: 690.5833 - mean_squared_error: 690.5833 - val_loss: 3080.5674 - val_mean_squared_error: 3080.5674 Epoch 6/30 81/81 [==============================] - 4s 54ms/step - loss: 419.1827 - mean_squared_error: 419.1827 - val_loss: 449.6107 - val_mean_squared_error: 449.6107 Epoch 7/30 81/81 [==============================] - 5s 58ms/step - loss: 159.1605 - mean_squared_error: 159.1605 - val_loss: 26.6492 - val_mean_squared_error: 26.6492 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 94.9360 - mean_squared_error: 94.9360 - val_loss: 37.8083 - val_mean_squared_error: 37.8083 Epoch 9/30 81/81 [==============================] - 4s 53ms/step - loss: 91.7527 - mean_squared_error: 91.7527 - val_loss: 40.7732 - val_mean_squared_error: 40.7732 Epoch 10/30 81/81 [==============================] - 5s 56ms/step - loss: 109.1559 - mean_squared_error: 109.1559 - val_loss: 21.6428 - val_mean_squared_error: 21.6428 Epoch 11/30 81/81 [==============================] - 4s 54ms/step - loss: 78.1771 - mean_squared_error: 78.1771 - val_loss: 18.4637 - val_mean_squared_error: 18.4637 Epoch 12/30 81/81 [==============================] - 4s 55ms/step - loss: 72.3277 - mean_squared_error: 72.3277 - val_loss: 37.4002 - val_mean_squared_error: 37.4002 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 64.4838 - mean_squared_error: 64.4838 - val_loss: 22.7378 - val_mean_squared_error: 22.7378 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 61.4914 - mean_squared_error: 61.4914 - val_loss: 28.8905 - val_mean_squared_error: 28.8905 Epoch 15/30 81/81 [==============================] - 4s 54ms/step - loss: 72.5407 - mean_squared_error: 72.5407 - val_loss: 33.8998 - val_mean_squared_error: 33.8998 Epoch 16/30 81/81 [==============================] - 4s 52ms/step - loss: 58.9719 - mean_squared_error: 58.9719 - val_loss: 37.1880 - val_mean_squared_error: 37.1880 Epoch 17/30 81/81 [==============================] - 4s 52ms/step - loss: 56.9674 - mean_squared_error: 56.9674 - val_loss: 77.0815 - val_mean_squared_error: 77.0815 Epoch 18/30 81/81 [==============================] - 4s 52ms/step - loss: 56.5318 - mean_squared_error: 56.5318 - val_loss: 29.8159 - val_mean_squared_error: 29.8159 Epoch 19/30 81/81 [==============================] - 4s 52ms/step - loss: 51.3519 - mean_squared_error: 51.3519 - val_loss: 91.0800 - val_mean_squared_error: 91.0800 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 50.2933 - mean_squared_error: 50.2933 - val_loss: 64.9840 - val_mean_squared_error: 64.9840 Epoch 21/30 81/81 [==============================] - 4s 55ms/step - loss: 47.6899 - mean_squared_error: 47.6899 - val_loss: 148.9518 - val_mean_squared_error: 148.9518 Epoch 22/30 81/81 [==============================] - 4s 50ms/step - loss: 59.3247 - mean_squared_error: 59.3247 - val_loss: 55.8102 - val_mean_squared_error: 55.8102 Epoch 23/30 81/81 [==============================] - 4s 51ms/step - loss: 52.1081 - mean_squared_error: 52.1081 - val_loss: 23.7192 - val_mean_squared_error: 23.7192 Epoch 24/30 81/81 [==============================] - 4s 51ms/step - loss: 49.3173 - mean_squared_error: 49.3173 - val_loss: 141.4548 - val_mean_squared_error: 141.4548 Epoch 25/30 81/81 [==============================] - 8s 96ms/step - loss: 48.4547 - mean_squared_error: 48.4547 - val_loss: 100.4504 - val_mean_squared_error: 100.4504 Epoch 26/30 81/81 [==============================] - 4s 55ms/step - loss: 52.3425 - mean_squared_error: 52.3425 - val_loss: 46.4531 - val_mean_squared_error: 46.4531 Epoch 27/30 81/81 [==============================] - 4s 52ms/step - loss: 50.9894 - mean_squared_error: 50.9894 - val_loss: 80.8788 - val_mean_squared_error: 80.8788 Epoch 28/30 81/81 [==============================] - 4s 52ms/step - loss: 59.3205 - mean_squared_error: 59.3205 - val_loss: 64.1686 - val_mean_squared_error: 64.1686 Epoch 29/30 81/81 [==============================] - 4s 52ms/step - loss: 43.7521 - mean_squared_error: 43.7521 - val_loss: 88.3803 - val_mean_squared_error: 88.3803 Epoch 30/30 81/81 [==============================] - 4s 53ms/step - loss: 43.7306 - mean_squared_error: 43.7306 - val_loss: 88.2152 - val_mean_squared_error: 88.2152
2022-12-10 15:54:31.824008: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:32.013047: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:32.732326: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:33.467623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:54:38.565838: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:39.195251: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:40.295832: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:41.477042: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:44.159205: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:46.344898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:54:48.391669: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4654.5874 - mean_squared_error: 4654.5874
2022-12-10 15:55:17.394104: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:55:17.655474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:55:18.156576: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:55:18.928318: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 46s 420ms/step - loss: 4654.5874 - mean_squared_error: 4654.5874 - val_loss: 1151.2290 - val_mean_squared_error: 1151.2290 Epoch 2/30 81/81 [==============================] - 5s 66ms/step - loss: 2180.6018 - mean_squared_error: 2180.6018 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 52ms/step - loss: 1613.2944 - mean_squared_error: 1613.2944 - val_loss: 233.2622 - val_mean_squared_error: 233.2622 Epoch 4/30 81/81 [==============================] - 5s 64ms/step - loss: 899.6889 - mean_squared_error: 899.6889 - val_loss: 220.8998 - val_mean_squared_error: 220.8998 Epoch 5/30 81/81 [==============================] - 4s 54ms/step - loss: 492.0671 - mean_squared_error: 492.0671 - val_loss: 47.4174 - val_mean_squared_error: 47.4174 Epoch 6/30 81/81 [==============================] - 4s 47ms/step - loss: 444.4696 - mean_squared_error: 444.4696 - val_loss: 67.0836 - val_mean_squared_error: 67.0836 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 382.6216 - mean_squared_error: 382.6216 - val_loss: 56.1063 - val_mean_squared_error: 56.1063 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 355.6715 - mean_squared_error: 355.6715 - val_loss: 270.1168 - val_mean_squared_error: 270.1168 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 278.2937 - mean_squared_error: 278.2937 - val_loss: 101.7557 - val_mean_squared_error: 101.7557 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 227.6124 - mean_squared_error: 227.6124 - val_loss: 394.6105 - val_mean_squared_error: 394.6105 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 80.2859 - mean_squared_error: 80.2859 - val_loss: 175.7719 - val_mean_squared_error: 175.7719 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 78.5732 - mean_squared_error: 78.5732 - val_loss: 272.6947 - val_mean_squared_error: 272.6947 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 73.4281 - mean_squared_error: 73.4281 - val_loss: 58.5719 - val_mean_squared_error: 58.5719 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 58.6254 - mean_squared_error: 58.6254 - val_loss: 75.8803 - val_mean_squared_error: 75.8803 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 61.2300 - mean_squared_error: 61.2300 - val_loss: 72.1708 - val_mean_squared_error: 72.1708 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 51.4684 - mean_squared_error: 51.4684 - val_loss: 54.5898 - val_mean_squared_error: 54.5898 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 56.5195 - mean_squared_error: 56.5195 - val_loss: 20.6308 - val_mean_squared_error: 20.6308 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 46.0093 - mean_squared_error: 46.0093 - val_loss: 33.3502 - val_mean_squared_error: 33.3502 Epoch 19/30 81/81 [==============================] - 4s 43ms/step - loss: 52.0039 - mean_squared_error: 52.0039 - val_loss: 18.8991 - val_mean_squared_error: 18.8991 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 41.7473 - mean_squared_error: 41.7473 - val_loss: 19.7364 - val_mean_squared_error: 19.7364 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 49.6328 - mean_squared_error: 49.6328 - val_loss: 17.3528 - val_mean_squared_error: 17.3528 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 55.5169 - mean_squared_error: 55.5169 - val_loss: 15.8559 - val_mean_squared_error: 15.8559 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 49.3825 - mean_squared_error: 49.3825 - val_loss: 21.6975 - val_mean_squared_error: 21.6975 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 45.6942 - mean_squared_error: 45.6942 - val_loss: 28.5125 - val_mean_squared_error: 28.5125 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 42.1214 - mean_squared_error: 42.1214 - val_loss: 22.1249 - val_mean_squared_error: 22.1249 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 45.8275 - mean_squared_error: 45.8275 - val_loss: 28.7410 - val_mean_squared_error: 28.7410 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 45.8091 - mean_squared_error: 45.8091 - val_loss: 28.3694 - val_mean_squared_error: 28.3694 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 43.5198 - mean_squared_error: 43.5198 - val_loss: 27.7856 - val_mean_squared_error: 27.7856 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 43.5010 - mean_squared_error: 43.5010 - val_loss: 22.7079 - val_mean_squared_error: 22.7079 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 43.1892 - mean_squared_error: 43.1892 - val_loss: 24.0363 - val_mean_squared_error: 24.0363
2022-12-10 15:57:14.278682: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:14.460774: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:15.214789: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:15.950066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 15:57:21.154914: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:21.901926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:22.713346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:23.672066: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:26.359503: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:28.522172: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:57:30.753791: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4754.6763 - mean_squared_error: 4754.6763
2022-12-10 15:58:02.623293: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:58:02.880468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:58:03.363738: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 15:58:03.825081: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 49s 452ms/step - loss: 4754.6763 - mean_squared_error: 4754.6763 - val_loss: 685.8986 - val_mean_squared_error: 685.8986 Epoch 2/30 81/81 [==============================] - 6s 71ms/step - loss: 2355.3479 - mean_squared_error: 2355.3479 - val_loss: 195.7892 - val_mean_squared_error: 195.7892 Epoch 3/30 81/81 [==============================] - 5s 66ms/step - loss: 1112.4304 - mean_squared_error: 1112.4304 - val_loss: 1558.4247 - val_mean_squared_error: 1558.4247 Epoch 4/30 81/81 [==============================] - 4s 52ms/step - loss: 536.3861 - mean_squared_error: 536.3861 - val_loss: 1000.9683 - val_mean_squared_error: 1000.9683 Epoch 5/30 81/81 [==============================] - 4s 50ms/step - loss: 290.0121 - mean_squared_error: 290.0121 - val_loss: 1405.7983 - val_mean_squared_error: 1405.7983 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 86.8647 - mean_squared_error: 86.8647 - val_loss: 549.8829 - val_mean_squared_error: 549.8829 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 72.5030 - mean_squared_error: 72.5030 - val_loss: 100.5186 - val_mean_squared_error: 100.5186 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 67.2883 - mean_squared_error: 67.2883 - val_loss: 533.6897 - val_mean_squared_error: 533.6897 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 60.7533 - mean_squared_error: 60.7533 - val_loss: 284.6369 - val_mean_squared_error: 284.6369 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 61.9286 - mean_squared_error: 61.9286 - val_loss: 184.3611 - val_mean_squared_error: 184.3611 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 63.7310 - mean_squared_error: 63.7310 - val_loss: 201.7518 - val_mean_squared_error: 201.7518 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 54.5964 - mean_squared_error: 54.5964 - val_loss: 185.1345 - val_mean_squared_error: 185.1345 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 52.6697 - mean_squared_error: 52.6697 - val_loss: 437.1927 - val_mean_squared_error: 437.1926 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 57.6631 - mean_squared_error: 57.6631 - val_loss: 215.2809 - val_mean_squared_error: 215.2809 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 49.5247 - mean_squared_error: 49.5247 - val_loss: 153.9749 - val_mean_squared_error: 153.9749 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 47.3092 - mean_squared_error: 47.3092 - val_loss: 93.8581 - val_mean_squared_error: 93.8581 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 46.7367 - mean_squared_error: 46.7367 - val_loss: 293.3705 - val_mean_squared_error: 293.3705 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 46.2007 - mean_squared_error: 46.2007 - val_loss: 535.3334 - val_mean_squared_error: 535.3334 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 42.7044 - mean_squared_error: 42.7044 - val_loss: 101.2585 - val_mean_squared_error: 101.2585 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 47.1714 - mean_squared_error: 47.1714 - val_loss: 300.1411 - val_mean_squared_error: 300.1411 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 47.5054 - mean_squared_error: 47.5054 - val_loss: 67.1352 - val_mean_squared_error: 67.1352 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 46.1384 - mean_squared_error: 46.1384 - val_loss: 86.1592 - val_mean_squared_error: 86.1592 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 47.0828 - mean_squared_error: 47.0828 - val_loss: 190.1449 - val_mean_squared_error: 190.1448 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 46.5644 - mean_squared_error: 46.5644 - val_loss: 48.8618 - val_mean_squared_error: 48.8618 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 42.8938 - mean_squared_error: 42.8938 - val_loss: 51.8554 - val_mean_squared_error: 51.8554 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 38.3066 - mean_squared_error: 38.3066 - val_loss: 26.6149 - val_mean_squared_error: 26.6149 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 40.0848 - mean_squared_error: 40.0848 - val_loss: 11.7504 - val_mean_squared_error: 11.7504 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 38.1139 - mean_squared_error: 38.1139 - val_loss: 48.5449 - val_mean_squared_error: 48.5449 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 38.0673 - mean_squared_error: 38.0673 - val_loss: 366.7303 - val_mean_squared_error: 366.7303 Epoch 30/30 81/81 [==============================] - 4s 43ms/step - loss: 36.2178 - mean_squared_error: 36.2178 - val_loss: 206.9094 - val_mean_squared_error: 206.9094
2022-12-10 16:00:01.327321: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:01.553978: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:02.238869: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:02.974488: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 3 best_solution : [0 1 1 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 1 0 1 1 1 1 1 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 1 1 0 0 0 0 1 1 0] Selected indices : [ 1 2 3 4 6 7 12 14 15 17 22 25 28 31 33 34 35 36 37 38 41 45 49 50 58 59 60 61 62 67 68 69 72 73 78 79] Number of selected elements : 36 Best solution fitness : 0.029939565732630083 Generation: 10 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 16:00:09.454216: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:10.050730: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:11.111180: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:12.285377: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:14.904052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:16.943016: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:18.986306: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4785.6401 - mean_squared_error: 4785.6401
2022-12-10 16:00:52.501201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:52.723149: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:53.359853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:00:53.886984: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 51s 479ms/step - loss: 4785.6401 - mean_squared_error: 4785.6401 - val_loss: 774.9288 - val_mean_squared_error: 774.9288 Epoch 2/30 81/81 [==============================] - 6s 70ms/step - loss: 2661.4875 - mean_squared_error: 2661.4875 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 65ms/step - loss: 1083.1375 - mean_squared_error: 1083.1375 - val_loss: 1454.3563 - val_mean_squared_error: 1454.3563 Epoch 4/30 81/81 [==============================] - 5s 64ms/step - loss: 393.9034 - mean_squared_error: 393.9034 - val_loss: 20.1218 - val_mean_squared_error: 20.1218 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 113.4973 - mean_squared_error: 113.4973 - val_loss: 143.4619 - val_mean_squared_error: 143.4619 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 87.9346 - mean_squared_error: 87.9346 - val_loss: 254.8588 - val_mean_squared_error: 254.8588 Epoch 7/30 81/81 [==============================] - 4s 54ms/step - loss: 79.6518 - mean_squared_error: 79.6518 - val_loss: 383.5601 - val_mean_squared_error: 383.5601 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 68.4105 - mean_squared_error: 68.4105 - val_loss: 83.0004 - val_mean_squared_error: 83.0004 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 71.2546 - mean_squared_error: 71.2546 - val_loss: 143.1345 - val_mean_squared_error: 143.1345 Epoch 10/30 81/81 [==============================] - 4s 52ms/step - loss: 69.8963 - mean_squared_error: 69.8963 - val_loss: 41.6640 - val_mean_squared_error: 41.6640 Epoch 11/30 81/81 [==============================] - 4s 53ms/step - loss: 60.8620 - mean_squared_error: 60.8620 - val_loss: 33.9546 - val_mean_squared_error: 33.9546 Epoch 12/30 81/81 [==============================] - 4s 51ms/step - loss: 66.6414 - mean_squared_error: 66.6414 - val_loss: 122.1417 - val_mean_squared_error: 122.1417 Epoch 13/30 81/81 [==============================] - 4s 50ms/step - loss: 59.3356 - mean_squared_error: 59.3356 - val_loss: 118.0811 - val_mean_squared_error: 118.0811 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 57.0536 - mean_squared_error: 57.0536 - val_loss: 28.4051 - val_mean_squared_error: 28.4051 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 58.8619 - mean_squared_error: 58.8619 - val_loss: 50.8400 - val_mean_squared_error: 50.8400 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 58.4923 - mean_squared_error: 58.4923 - val_loss: 41.1348 - val_mean_squared_error: 41.1348 Epoch 17/30 81/81 [==============================] - 4s 49ms/step - loss: 57.5971 - mean_squared_error: 57.5971 - val_loss: 32.0729 - val_mean_squared_error: 32.0729 Epoch 18/30 81/81 [==============================] - 4s 51ms/step - loss: 52.4363 - mean_squared_error: 52.4363 - val_loss: 50.8928 - val_mean_squared_error: 50.8928 Epoch 19/30 81/81 [==============================] - 4s 47ms/step - loss: 52.7855 - mean_squared_error: 52.7855 - val_loss: 26.9348 - val_mean_squared_error: 26.9348 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 62.6125 - mean_squared_error: 62.6125 - val_loss: 34.4786 - val_mean_squared_error: 34.4786 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 55.1633 - mean_squared_error: 55.1633 - val_loss: 95.9083 - val_mean_squared_error: 95.9083 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 48.0249 - mean_squared_error: 48.0249 - val_loss: 16.0133 - val_mean_squared_error: 16.0133 Epoch 23/30 81/81 [==============================] - 4s 49ms/step - loss: 46.0386 - mean_squared_error: 46.0386 - val_loss: 20.1576 - val_mean_squared_error: 20.1576 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 50.8207 - mean_squared_error: 50.8207 - val_loss: 18.8584 - val_mean_squared_error: 18.8584 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 49.4415 - mean_squared_error: 49.4415 - val_loss: 16.5455 - val_mean_squared_error: 16.5455 Epoch 26/30 81/81 [==============================] - 4s 48ms/step - loss: 42.8631 - mean_squared_error: 42.8631 - val_loss: 23.8888 - val_mean_squared_error: 23.8888 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 42.8937 - mean_squared_error: 42.8937 - val_loss: 27.2332 - val_mean_squared_error: 27.2332 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 44.3636 - mean_squared_error: 44.3636 - val_loss: 31.6662 - val_mean_squared_error: 31.6662 Epoch 29/30 81/81 [==============================] - 4s 50ms/step - loss: 43.1392 - mean_squared_error: 43.1392 - val_loss: 39.7917 - val_mean_squared_error: 39.7917 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 47.5086 - mean_squared_error: 47.5086 - val_loss: 21.2111 - val_mean_squared_error: 21.2111
2022-12-10 16:02:59.371573: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:02:59.620083: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:00.355474: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:01.163346: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:03:06.892786: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:07.634403: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:08.572233: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:09.932175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:11.673176: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:13.126677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:14.679059: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4669.9292 - mean_squared_error: 4669.9292
2022-12-10 16:03:48.714030: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:48.913854: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:49.608819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:03:50.103098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 49s 483ms/step - loss: 4669.9292 - mean_squared_error: 4669.9292 - val_loss: 1602.4352 - val_mean_squared_error: 1602.4352 Epoch 2/30 81/81 [==============================] - 6s 76ms/step - loss: 1810.1145 - mean_squared_error: 1810.1145 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 4s 52ms/step - loss: 1617.0814 - mean_squared_error: 1617.0814 - val_loss: 85.1824 - val_mean_squared_error: 85.1824 Epoch 4/30 81/81 [==============================] - 5s 59ms/step - loss: 1043.3561 - mean_squared_error: 1043.3561 - val_loss: 511.4475 - val_mean_squared_error: 511.4475 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 660.5453 - mean_squared_error: 660.5453 - val_loss: 318.4094 - val_mean_squared_error: 318.4094 Epoch 6/30 81/81 [==============================] - 4s 52ms/step - loss: 689.3727 - mean_squared_error: 689.3727 - val_loss: 759.3046 - val_mean_squared_error: 759.3046 Epoch 7/30 81/81 [==============================] - 4s 52ms/step - loss: 337.6694 - mean_squared_error: 337.6694 - val_loss: 130.6026 - val_mean_squared_error: 130.6026 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 303.6082 - mean_squared_error: 303.6082 - val_loss: 50.2085 - val_mean_squared_error: 50.2084 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 274.8868 - mean_squared_error: 274.8868 - val_loss: 56.7679 - val_mean_squared_error: 56.7679 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 284.0057 - mean_squared_error: 284.0057 - val_loss: 45.0377 - val_mean_squared_error: 45.0377 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 242.2698 - mean_squared_error: 242.2698 - val_loss: 51.9912 - val_mean_squared_error: 51.9912 Epoch 12/30 81/81 [==============================] - 4s 46ms/step - loss: 260.0073 - mean_squared_error: 260.0073 - val_loss: 104.0766 - val_mean_squared_error: 104.0766 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 242.4598 - mean_squared_error: 242.4598 - val_loss: 103.1605 - val_mean_squared_error: 103.1605 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 261.5032 - mean_squared_error: 261.5032 - val_loss: 104.5087 - val_mean_squared_error: 104.5087 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 265.8907 - mean_squared_error: 265.8907 - val_loss: 55.8745 - val_mean_squared_error: 55.8745 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 236.6019 - mean_squared_error: 236.6019 - val_loss: 88.7203 - val_mean_squared_error: 88.7202 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 234.3807 - mean_squared_error: 234.3807 - val_loss: 100.2318 - val_mean_squared_error: 100.2318 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 249.6693 - mean_squared_error: 249.6693 - val_loss: 37.1297 - val_mean_squared_error: 37.1297 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 264.0207 - mean_squared_error: 264.0207 - val_loss: 43.2165 - val_mean_squared_error: 43.2165 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 258.4751 - mean_squared_error: 258.4751 - val_loss: 58.8611 - val_mean_squared_error: 58.8611 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 243.2944 - mean_squared_error: 243.2944 - val_loss: 40.8085 - val_mean_squared_error: 40.8085 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 239.0620 - mean_squared_error: 239.0620 - val_loss: 63.3180 - val_mean_squared_error: 63.3180 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 238.8015 - mean_squared_error: 238.8015 - val_loss: 18.6528 - val_mean_squared_error: 18.6528 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 230.3390 - mean_squared_error: 230.3390 - val_loss: 41.9800 - val_mean_squared_error: 41.9800 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 226.1212 - mean_squared_error: 226.1212 - val_loss: 19.3419 - val_mean_squared_error: 19.3419 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 238.6765 - mean_squared_error: 238.6765 - val_loss: 21.2365 - val_mean_squared_error: 21.2365 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 267.0522 - mean_squared_error: 267.0522 - val_loss: 33.8121 - val_mean_squared_error: 33.8121 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 235.6502 - mean_squared_error: 235.6502 - val_loss: 21.8025 - val_mean_squared_error: 21.8025 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 216.5558 - mean_squared_error: 216.5558 - val_loss: 56.1688 - val_mean_squared_error: 56.1688 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 243.1754 - mean_squared_error: 243.1754 - val_loss: 91.9355 - val_mean_squared_error: 91.9355
2022-12-10 16:05:46.979723: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:05:47.156762: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:05:47.873079: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:05:48.585840: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.6994447 0.74288006 0.18225377 ... 0. 0. 0. ] [0.6737802 0.73846771 0.19041704 ... 0. 0. 0. ] [0.65978331 0.74087445 0.18030169 ... 0. 0. 0. ] ... [0.99012252 0.68351384 0.07808341 ... 0. 0. 0. ] [1. 0.71099077 0.0743567 ... 0. 0. 0. ] [0.99225423 0.72482952 0.07488909 ... 0. 0. 0. ]] (2577, 48) (286, 48) Epoch 1/30
2022-12-10 16:05:54.715744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:05:55.290139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:05:56.474837: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:05:57.675736: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:06:00.365155: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:06:02.445053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:06:04.538475: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4751.8271 - mean_squared_error: 4751.8271
2022-12-10 16:06:41.069898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:06:41.255957: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:06:42.010309: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:06:42.751150: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 54s 523ms/step - loss: 4751.8271 - mean_squared_error: 4751.8271 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 6s 74ms/step - loss: 2341.7710 - mean_squared_error: 2341.7710 - val_loss: 671.2172 - val_mean_squared_error: 671.2172 Epoch 3/30 81/81 [==============================] - 6s 68ms/step - loss: 1378.5499 - mean_squared_error: 1378.5499 - val_loss: 1881.3108 - val_mean_squared_error: 1881.3108 Epoch 4/30 81/81 [==============================] - 5s 60ms/step - loss: 957.8735 - mean_squared_error: 957.8735 - val_loss: 1543.9614 - val_mean_squared_error: 1543.9613 Epoch 5/30 81/81 [==============================] - 5s 57ms/step - loss: 673.7831 - mean_squared_error: 673.7831 - val_loss: 635.7788 - val_mean_squared_error: 635.7788 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 256.2961 - mean_squared_error: 256.2961 - val_loss: 430.3865 - val_mean_squared_error: 430.3865 Epoch 7/30 81/81 [==============================] - 5s 64ms/step - loss: 111.3184 - mean_squared_error: 111.3184 - val_loss: 19.9880 - val_mean_squared_error: 19.9880 Epoch 8/30 81/81 [==============================] - 4s 55ms/step - loss: 93.9971 - mean_squared_error: 93.9971 - val_loss: 117.9400 - val_mean_squared_error: 117.9400 Epoch 9/30 81/81 [==============================] - 4s 53ms/step - loss: 87.7172 - mean_squared_error: 87.7172 - val_loss: 37.5936 - val_mean_squared_error: 37.5936 Epoch 10/30 81/81 [==============================] - 4s 56ms/step - loss: 86.2760 - mean_squared_error: 86.2760 - val_loss: 194.5382 - val_mean_squared_error: 194.5382 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 74.1027 - mean_squared_error: 74.1027 - val_loss: 29.9968 - val_mean_squared_error: 29.9968 Epoch 12/30 81/81 [==============================] - 4s 52ms/step - loss: 62.7113 - mean_squared_error: 62.7113 - val_loss: 32.3186 - val_mean_squared_error: 32.3186 Epoch 13/30 81/81 [==============================] - 4s 52ms/step - loss: 60.3608 - mean_squared_error: 60.3608 - val_loss: 64.4058 - val_mean_squared_error: 64.4058 Epoch 14/30 81/81 [==============================] - 4s 52ms/step - loss: 60.3904 - mean_squared_error: 60.3904 - val_loss: 126.0668 - val_mean_squared_error: 126.0668 Epoch 15/30 81/81 [==============================] - 4s 53ms/step - loss: 60.5702 - mean_squared_error: 60.5702 - val_loss: 110.3663 - val_mean_squared_error: 110.3663 Epoch 16/30 81/81 [==============================] - 4s 51ms/step - loss: 56.3029 - mean_squared_error: 56.3029 - val_loss: 120.5035 - val_mean_squared_error: 120.5035 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 54.5783 - mean_squared_error: 54.5783 - val_loss: 100.2164 - val_mean_squared_error: 100.2164 Epoch 18/30 81/81 [==============================] - 4s 54ms/step - loss: 58.3461 - mean_squared_error: 58.3461 - val_loss: 290.6564 - val_mean_squared_error: 290.6563 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 49.7153 - mean_squared_error: 49.7153 - val_loss: 54.0753 - val_mean_squared_error: 54.0753 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 50.9357 - mean_squared_error: 50.9357 - val_loss: 69.5699 - val_mean_squared_error: 69.5699 Epoch 21/30 81/81 [==============================] - 4s 51ms/step - loss: 47.9337 - mean_squared_error: 47.9337 - val_loss: 102.1658 - val_mean_squared_error: 102.1658 Epoch 22/30 81/81 [==============================] - 4s 51ms/step - loss: 50.9540 - mean_squared_error: 50.9540 - val_loss: 138.5194 - val_mean_squared_error: 138.5194 Epoch 23/30 81/81 [==============================] - 5s 56ms/step - loss: 50.2596 - mean_squared_error: 50.2596 - val_loss: 31.1108 - val_mean_squared_error: 31.1108 Epoch 24/30 81/81 [==============================] - 4s 54ms/step - loss: 46.3372 - mean_squared_error: 46.3372 - val_loss: 68.0721 - val_mean_squared_error: 68.0721 Epoch 25/30 81/81 [==============================] - 4s 50ms/step - loss: 45.6397 - mean_squared_error: 45.6397 - val_loss: 173.7353 - val_mean_squared_error: 173.7352 Epoch 26/30 81/81 [==============================] - 4s 51ms/step - loss: 48.4187 - mean_squared_error: 48.4187 - val_loss: 74.2183 - val_mean_squared_error: 74.2183 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 51.2749 - mean_squared_error: 51.2749 - val_loss: 85.3581 - val_mean_squared_error: 85.3581 Epoch 28/30 81/81 [==============================] - 4s 50ms/step - loss: 45.6414 - mean_squared_error: 45.6414 - val_loss: 93.6433 - val_mean_squared_error: 93.6433 Epoch 29/30 81/81 [==============================] - 4s 49ms/step - loss: 40.0525 - mean_squared_error: 40.0525 - val_loss: 80.5994 - val_mean_squared_error: 80.5994 Epoch 30/30 81/81 [==============================] - 4s 49ms/step - loss: 50.8735 - mean_squared_error: 50.8735 - val_loss: 255.1892 - val_mean_squared_error: 255.1892
2022-12-10 16:08:54.587399: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:08:54.742579: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:08:55.491169: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:08:56.247740: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:09:02.518039: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:03.147303: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:04.295317: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:05.519818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:08.271960: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:10.347394: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:12.468035: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4775.1440 - mean_squared_error: 4775.1440
2022-12-10 16:09:48.644390: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:48.832438: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:49.699343: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:09:50.506650: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 53s 509ms/step - loss: 4775.1440 - mean_squared_error: 4775.1440 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 7s 83ms/step - loss: 2239.1379 - mean_squared_error: 2239.1379 - val_loss: 185.6705 - val_mean_squared_error: 185.6705 Epoch 3/30 81/81 [==============================] - 6s 73ms/step - loss: 1146.4481 - mean_squared_error: 1146.4481 - val_loss: 597.8088 - val_mean_squared_error: 597.8088 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 687.0126 - mean_squared_error: 687.0126 - val_loss: 2256.9458 - val_mean_squared_error: 2256.9458 Epoch 5/30 81/81 [==============================] - 5s 56ms/step - loss: 756.0718 - mean_squared_error: 756.0718 - val_loss: 293.1375 - val_mean_squared_error: 293.1375 Epoch 6/30 81/81 [==============================] - 4s 45ms/step - loss: 572.7498 - mean_squared_error: 572.7498 - val_loss: 103.1087 - val_mean_squared_error: 103.1087 Epoch 7/30 81/81 [==============================] - 4s 45ms/step - loss: 416.1738 - mean_squared_error: 416.1738 - val_loss: 807.3242 - val_mean_squared_error: 807.3242 Epoch 8/30 81/81 [==============================] - 4s 45ms/step - loss: 99.4866 - mean_squared_error: 99.4866 - val_loss: 217.9171 - val_mean_squared_error: 217.9171 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 76.6617 - mean_squared_error: 76.6617 - val_loss: 61.7043 - val_mean_squared_error: 61.7043 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 65.2683 - mean_squared_error: 65.2683 - val_loss: 101.4334 - val_mean_squared_error: 101.4334 Epoch 11/30 81/81 [==============================] - 4s 52ms/step - loss: 60.1317 - mean_squared_error: 60.1317 - val_loss: 82.6359 - val_mean_squared_error: 82.6359 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 57.3216 - mean_squared_error: 57.3216 - val_loss: 101.9166 - val_mean_squared_error: 101.9166 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 51.6509 - mean_squared_error: 51.6509 - val_loss: 108.3141 - val_mean_squared_error: 108.3141 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 53.2172 - mean_squared_error: 53.2172 - val_loss: 77.0956 - val_mean_squared_error: 77.0956 Epoch 15/30 81/81 [==============================] - 4s 51ms/step - loss: 46.6743 - mean_squared_error: 46.6743 - val_loss: 73.9498 - val_mean_squared_error: 73.9498 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 56.6254 - mean_squared_error: 56.6254 - val_loss: 77.2594 - val_mean_squared_error: 77.2594 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 54.7870 - mean_squared_error: 54.7870 - val_loss: 94.3399 - val_mean_squared_error: 94.3399 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 53.1599 - mean_squared_error: 53.1599 - val_loss: 118.7515 - val_mean_squared_error: 118.7515 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 54.0939 - mean_squared_error: 54.0939 - val_loss: 92.3705 - val_mean_squared_error: 92.3705 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 47.6991 - mean_squared_error: 47.6991 - val_loss: 143.2572 - val_mean_squared_error: 143.2572 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 47.7638 - mean_squared_error: 47.7638 - val_loss: 61.8319 - val_mean_squared_error: 61.8319 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 51.2080 - mean_squared_error: 51.2080 - val_loss: 66.3436 - val_mean_squared_error: 66.3436 Epoch 23/30 81/81 [==============================] - 4s 48ms/step - loss: 48.8003 - mean_squared_error: 48.8003 - val_loss: 38.8187 - val_mean_squared_error: 38.8187 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 47.1146 - mean_squared_error: 47.1146 - val_loss: 127.6405 - val_mean_squared_error: 127.6405 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 47.1552 - mean_squared_error: 47.1552 - val_loss: 82.7497 - val_mean_squared_error: 82.7497 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 41.4854 - mean_squared_error: 41.4854 - val_loss: 43.8252 - val_mean_squared_error: 43.8252 Epoch 27/30 81/81 [==============================] - 4s 45ms/step - loss: 45.8017 - mean_squared_error: 45.8017 - val_loss: 40.5311 - val_mean_squared_error: 40.5311 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 41.0953 - mean_squared_error: 41.0953 - val_loss: 140.1009 - val_mean_squared_error: 140.1008 Epoch 29/30 81/81 [==============================] - 4s 43ms/step - loss: 41.1910 - mean_squared_error: 41.1910 - val_loss: 82.8918 - val_mean_squared_error: 82.8918 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 39.6225 - mean_squared_error: 39.6225 - val_loss: 149.1387 - val_mean_squared_error: 149.1387
2022-12-10 16:11:48.563813: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:11:48.788291: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:11:49.513265: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:11:50.270623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:11:56.778826: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:11:57.697320: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:11:58.962916: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:12:00.219164: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:12:02.995878: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:12:05.263469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:12:07.393386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4660.6113 - mean_squared_error: 4660.6113
2022-12-10 16:12:46.415615: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:12:46.705965: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:12:47.389807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:12:48.129080: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 560ms/step - loss: 4660.6113 - mean_squared_error: 4660.6113 - val_loss: 631.1306 - val_mean_squared_error: 631.1306 Epoch 2/30 81/81 [==============================] - 6s 72ms/step - loss: 2324.4109 - mean_squared_error: 2324.4109 - val_loss: 79.0529 - val_mean_squared_error: 79.0529 Epoch 3/30 81/81 [==============================] - 5s 66ms/step - loss: 1158.5371 - mean_squared_error: 1158.5371 - val_loss: 124.9417 - val_mean_squared_error: 124.9417 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 773.4588 - mean_squared_error: 773.4588 - val_loss: 117.5650 - val_mean_squared_error: 117.5650 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 518.5184 - mean_squared_error: 518.5184 - val_loss: 588.2648 - val_mean_squared_error: 588.2648 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 173.5759 - mean_squared_error: 173.5759 - val_loss: 93.3788 - val_mean_squared_error: 93.3788 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 91.2396 - mean_squared_error: 91.2396 - val_loss: 94.4763 - val_mean_squared_error: 94.4763 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 80.8187 - mean_squared_error: 80.8187 - val_loss: 37.6765 - val_mean_squared_error: 37.6765 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 69.6995 - mean_squared_error: 69.6995 - val_loss: 80.5278 - val_mean_squared_error: 80.5278 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 78.2517 - mean_squared_error: 78.2517 - val_loss: 56.3793 - val_mean_squared_error: 56.3793 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 65.7182 - mean_squared_error: 65.7182 - val_loss: 25.1866 - val_mean_squared_error: 25.1866 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 63.8368 - mean_squared_error: 63.8368 - val_loss: 36.7869 - val_mean_squared_error: 36.7869 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 62.4851 - mean_squared_error: 62.4851 - val_loss: 56.6681 - val_mean_squared_error: 56.6681 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 62.6886 - mean_squared_error: 62.6886 - val_loss: 72.5545 - val_mean_squared_error: 72.5545 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 62.3322 - mean_squared_error: 62.3322 - val_loss: 53.6082 - val_mean_squared_error: 53.6082 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 56.5830 - mean_squared_error: 56.5830 - val_loss: 29.1223 - val_mean_squared_error: 29.1223 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 52.2844 - mean_squared_error: 52.2844 - val_loss: 17.4688 - val_mean_squared_error: 17.4688 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 49.2570 - mean_squared_error: 49.2570 - val_loss: 40.7271 - val_mean_squared_error: 40.7271 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 51.2754 - mean_squared_error: 51.2754 - val_loss: 26.1618 - val_mean_squared_error: 26.1618 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 49.2470 - mean_squared_error: 49.2470 - val_loss: 137.7855 - val_mean_squared_error: 137.7855 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 51.3337 - mean_squared_error: 51.3337 - val_loss: 33.8943 - val_mean_squared_error: 33.8943 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 49.8639 - mean_squared_error: 49.8639 - val_loss: 70.4534 - val_mean_squared_error: 70.4534 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 43.5081 - mean_squared_error: 43.5081 - val_loss: 87.1242 - val_mean_squared_error: 87.1242 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 47.1255 - mean_squared_error: 47.1255 - val_loss: 17.5809 - val_mean_squared_error: 17.5809 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 49.2203 - mean_squared_error: 49.2203 - val_loss: 28.4339 - val_mean_squared_error: 28.4339 Epoch 26/30 81/81 [==============================] - 4s 45ms/step - loss: 47.7614 - mean_squared_error: 47.7614 - val_loss: 106.2944 - val_mean_squared_error: 106.2944 Epoch 27/30 81/81 [==============================] - 4s 43ms/step - loss: 45.7411 - mean_squared_error: 45.7411 - val_loss: 100.4843 - val_mean_squared_error: 100.4843 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 52.1070 - mean_squared_error: 52.1070 - val_loss: 94.5745 - val_mean_squared_error: 94.5745 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 37.3814 - mean_squared_error: 37.3814 - val_loss: 36.2268 - val_mean_squared_error: 36.2268 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 50.2738 - mean_squared_error: 50.2738 - val_loss: 169.4924 - val_mean_squared_error: 169.4924
2022-12-10 16:14:45.107801: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:14:45.320872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:14:46.128764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:14:46.943159: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.027834062358947163 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 16:14:53.302246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:14:54.113918: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:14:55.590654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:14:56.929909: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:15:00.012446: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:15:02.620239: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:15:04.995193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4943.1167 - mean_squared_error: 4943.1167
2022-12-10 16:15:42.147689: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:15:42.371625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:15:43.183625: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:15:43.961404: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 538ms/step - loss: 4943.1167 - mean_squared_error: 4943.1167 - val_loss: 437.9065 - val_mean_squared_error: 437.9065 Epoch 2/30 81/81 [==============================] - 6s 78ms/step - loss: 2660.8743 - mean_squared_error: 2660.8743 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 6s 71ms/step - loss: 1181.9250 - mean_squared_error: 1181.9250 - val_loss: 855.6974 - val_mean_squared_error: 855.6974 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 632.4841 - mean_squared_error: 632.4841 - val_loss: 235.7002 - val_mean_squared_error: 235.7002 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 430.1412 - mean_squared_error: 430.1412 - val_loss: 33.5919 - val_mean_squared_error: 33.5919 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 285.7618 - mean_squared_error: 285.7618 - val_loss: 596.2354 - val_mean_squared_error: 596.2354 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 109.8741 - mean_squared_error: 109.8741 - val_loss: 52.3335 - val_mean_squared_error: 52.3335 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 89.7695 - mean_squared_error: 89.7695 - val_loss: 19.4167 - val_mean_squared_error: 19.4167 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 81.6302 - mean_squared_error: 81.6302 - val_loss: 23.5476 - val_mean_squared_error: 23.5476 Epoch 10/30 81/81 [==============================] - 4s 52ms/step - loss: 79.5382 - mean_squared_error: 79.5382 - val_loss: 54.6984 - val_mean_squared_error: 54.6984 Epoch 11/30 81/81 [==============================] - 4s 51ms/step - loss: 62.4094 - mean_squared_error: 62.4094 - val_loss: 53.2828 - val_mean_squared_error: 53.2828 Epoch 12/30 81/81 [==============================] - 4s 49ms/step - loss: 68.4046 - mean_squared_error: 68.4046 - val_loss: 38.0494 - val_mean_squared_error: 38.0494 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 56.2375 - mean_squared_error: 56.2375 - val_loss: 40.2678 - val_mean_squared_error: 40.2678 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 62.9109 - mean_squared_error: 62.9109 - val_loss: 204.1059 - val_mean_squared_error: 204.1059 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 55.9302 - mean_squared_error: 55.9302 - val_loss: 111.3854 - val_mean_squared_error: 111.3854 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 58.1806 - mean_squared_error: 58.1806 - val_loss: 68.5112 - val_mean_squared_error: 68.5112 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 47.5390 - mean_squared_error: 47.5390 - val_loss: 58.2038 - val_mean_squared_error: 58.2038 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 55.6490 - mean_squared_error: 55.6490 - val_loss: 47.2109 - val_mean_squared_error: 47.2109 Epoch 19/30 81/81 [==============================] - 4s 53ms/step - loss: 53.0091 - mean_squared_error: 53.0091 - val_loss: 31.9088 - val_mean_squared_error: 31.9088 Epoch 20/30 81/81 [==============================] - 4s 48ms/step - loss: 44.8063 - mean_squared_error: 44.8063 - val_loss: 107.9859 - val_mean_squared_error: 107.9859 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 47.6461 - mean_squared_error: 47.6461 - val_loss: 89.5931 - val_mean_squared_error: 89.5931 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 47.7737 - mean_squared_error: 47.7737 - val_loss: 77.7886 - val_mean_squared_error: 77.7886 Epoch 23/30 81/81 [==============================] - 4s 50ms/step - loss: 45.8604 - mean_squared_error: 45.8604 - val_loss: 543.0151 - val_mean_squared_error: 543.0151 Epoch 24/30 81/81 [==============================] - 4s 48ms/step - loss: 42.3461 - mean_squared_error: 42.3461 - val_loss: 96.8762 - val_mean_squared_error: 96.8762 Epoch 25/30 81/81 [==============================] - 4s 46ms/step - loss: 48.8807 - mean_squared_error: 48.8807 - val_loss: 213.5233 - val_mean_squared_error: 213.5233 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 46.3594 - mean_squared_error: 46.3594 - val_loss: 254.6065 - val_mean_squared_error: 254.6065 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 46.4044 - mean_squared_error: 46.4044 - val_loss: 27.6030 - val_mean_squared_error: 27.6030 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 43.0522 - mean_squared_error: 43.0522 - val_loss: 124.0763 - val_mean_squared_error: 124.0763 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 42.8209 - mean_squared_error: 42.8209 - val_loss: 36.1380 - val_mean_squared_error: 36.1380 Epoch 30/30 81/81 [==============================] - 4s 46ms/step - loss: 43.8572 - mean_squared_error: 43.8572 - val_loss: 19.5346 - val_mean_squared_error: 19.5346
2022-12-10 16:17:48.554763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:17:48.853201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:17:49.600877: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:17:50.382484: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:17:56.377979: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:17:56.935579: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:17:58.215511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:17:59.537946: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:18:02.397303: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:18:04.630926: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:18:06.807190: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4611.6758 - mean_squared_error: 4611.6758
2022-12-10 16:18:44.320719: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:18:44.578984: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:18:45.445419: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:18:46.386104: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 56s 541ms/step - loss: 4611.6758 - mean_squared_error: 4611.6758 - val_loss: 2987.9839 - val_mean_squared_error: 2987.9839 Epoch 2/30 81/81 [==============================] - 7s 85ms/step - loss: 1986.8636 - mean_squared_error: 1986.8636 - val_loss: 122.2764 - val_mean_squared_error: 122.2764 Epoch 3/30 81/81 [==============================] - 6s 76ms/step - loss: 1566.7150 - mean_squared_error: 1566.7150 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 854.8188 - mean_squared_error: 854.8188 - val_loss: 627.9855 - val_mean_squared_error: 627.9855 Epoch 5/30 81/81 [==============================] - 5s 57ms/step - loss: 709.0108 - mean_squared_error: 709.0108 - val_loss: 406.0368 - val_mean_squared_error: 406.0368 Epoch 6/30 81/81 [==============================] - 4s 52ms/step - loss: 503.8201 - mean_squared_error: 503.8201 - val_loss: 666.1736 - val_mean_squared_error: 666.1735 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 348.9178 - mean_squared_error: 348.9178 - val_loss: 1410.2751 - val_mean_squared_error: 1410.2751 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 106.6539 - mean_squared_error: 106.6539 - val_loss: 135.7463 - val_mean_squared_error: 135.7463 Epoch 9/30 81/81 [==============================] - 4s 46ms/step - loss: 88.5033 - mean_squared_error: 88.5033 - val_loss: 86.1058 - val_mean_squared_error: 86.1058 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 74.9346 - mean_squared_error: 74.9346 - val_loss: 30.6483 - val_mean_squared_error: 30.6483 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 63.5824 - mean_squared_error: 63.5824 - val_loss: 36.8283 - val_mean_squared_error: 36.8283 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 58.1139 - mean_squared_error: 58.1139 - val_loss: 22.9781 - val_mean_squared_error: 22.9781 Epoch 13/30 81/81 [==============================] - 3s 43ms/step - loss: 53.8485 - mean_squared_error: 53.8485 - val_loss: 32.1086 - val_mean_squared_error: 32.1086 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 55.4937 - mean_squared_error: 55.4937 - val_loss: 56.1157 - val_mean_squared_error: 56.1157 Epoch 15/30 81/81 [==============================] - 4s 53ms/step - loss: 54.8286 - mean_squared_error: 54.8286 - val_loss: 227.2884 - val_mean_squared_error: 227.2884 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 52.8403 - mean_squared_error: 52.8403 - val_loss: 38.5843 - val_mean_squared_error: 38.5843 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 50.1910 - mean_squared_error: 50.1910 - val_loss: 38.1167 - val_mean_squared_error: 38.1167 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 47.8179 - mean_squared_error: 47.8179 - val_loss: 110.6766 - val_mean_squared_error: 110.6766 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 46.0225 - mean_squared_error: 46.0225 - val_loss: 38.4171 - val_mean_squared_error: 38.4171 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 46.5649 - mean_squared_error: 46.5649 - val_loss: 36.4382 - val_mean_squared_error: 36.4381 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 44.0327 - mean_squared_error: 44.0327 - val_loss: 47.5629 - val_mean_squared_error: 47.5629 Epoch 22/30 81/81 [==============================] - 3s 43ms/step - loss: 42.0829 - mean_squared_error: 42.0829 - val_loss: 38.6544 - val_mean_squared_error: 38.6544 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 42.7975 - mean_squared_error: 42.7975 - val_loss: 34.1676 - val_mean_squared_error: 34.1676 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 45.3283 - mean_squared_error: 45.3283 - val_loss: 26.3689 - val_mean_squared_error: 26.3689 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 46.9990 - mean_squared_error: 46.9990 - val_loss: 46.5005 - val_mean_squared_error: 46.5005 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 40.0512 - mean_squared_error: 40.0512 - val_loss: 33.8784 - val_mean_squared_error: 33.8784 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 42.7644 - mean_squared_error: 42.7644 - val_loss: 40.9355 - val_mean_squared_error: 40.9355 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 41.6280 - mean_squared_error: 41.6280 - val_loss: 37.1691 - val_mean_squared_error: 37.1691 Epoch 29/30 81/81 [==============================] - 3s 42ms/step - loss: 43.4061 - mean_squared_error: 43.4061 - val_loss: 41.8713 - val_mean_squared_error: 41.8713 Epoch 30/30 81/81 [==============================] - 3s 42ms/step - loss: 39.0031 - mean_squared_error: 39.0031 - val_loss: 24.4262 - val_mean_squared_error: 24.4262
2022-12-10 16:20:46.345558: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:20:46.608530: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:20:47.383473: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:20:48.166549: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:20:54.533529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:20:55.297852: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:20:56.531898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:20:57.814192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:21:00.662275: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:21:02.828924: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:21:05.036744: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4661.0903 - mean_squared_error: 4661.0903
2022-12-10 16:21:42.037648: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:21:42.282695: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:21:43.024428: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:21:43.811131: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 56s 533ms/step - loss: 4661.0903 - mean_squared_error: 4661.0903 - val_loss: 320.8189 - val_mean_squared_error: 320.8189 Epoch 2/30 81/81 [==============================] - 6s 79ms/step - loss: 2335.9600 - mean_squared_error: 2335.9600 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 60ms/step - loss: 1040.4000 - mean_squared_error: 1040.4000 - val_loss: 555.6561 - val_mean_squared_error: 555.6561 Epoch 4/30 81/81 [==============================] - 4s 55ms/step - loss: 550.1315 - mean_squared_error: 550.1315 - val_loss: 35.2371 - val_mean_squared_error: 35.2371 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 435.4368 - mean_squared_error: 435.4368 - val_loss: 23.1293 - val_mean_squared_error: 23.1293 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 261.1672 - mean_squared_error: 261.1672 - val_loss: 245.3205 - val_mean_squared_error: 245.3205 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 257.7501 - mean_squared_error: 257.7501 - val_loss: 440.5040 - val_mean_squared_error: 440.5040 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 241.8105 - mean_squared_error: 241.8105 - val_loss: 119.8897 - val_mean_squared_error: 119.8897 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 96.8784 - mean_squared_error: 96.8784 - val_loss: 74.5144 - val_mean_squared_error: 74.5144 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 79.7329 - mean_squared_error: 79.7329 - val_loss: 54.4521 - val_mean_squared_error: 54.4521 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 61.5610 - mean_squared_error: 61.5610 - val_loss: 110.8899 - val_mean_squared_error: 110.8899 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 69.6173 - mean_squared_error: 69.6173 - val_loss: 281.0742 - val_mean_squared_error: 281.0742 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 66.8913 - mean_squared_error: 66.8913 - val_loss: 93.5496 - val_mean_squared_error: 93.5496 Epoch 14/30 81/81 [==============================] - 4s 47ms/step - loss: 64.9964 - mean_squared_error: 64.9964 - val_loss: 174.4106 - val_mean_squared_error: 174.4106 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 53.9633 - mean_squared_error: 53.9633 - val_loss: 229.5039 - val_mean_squared_error: 229.5039 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 53.1506 - mean_squared_error: 53.1506 - val_loss: 167.2286 - val_mean_squared_error: 167.2286 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 51.2238 - mean_squared_error: 51.2238 - val_loss: 164.3960 - val_mean_squared_error: 164.3960 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 53.7939 - mean_squared_error: 53.7939 - val_loss: 472.5789 - val_mean_squared_error: 472.5789 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 49.6610 - mean_squared_error: 49.6610 - val_loss: 134.7845 - val_mean_squared_error: 134.7845 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 49.8540 - mean_squared_error: 49.8540 - val_loss: 348.7487 - val_mean_squared_error: 348.7487 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 40.8641 - mean_squared_error: 40.8641 - val_loss: 251.2130 - val_mean_squared_error: 251.2130 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 42.4959 - mean_squared_error: 42.4959 - val_loss: 163.6142 - val_mean_squared_error: 163.6142 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 48.2235 - mean_squared_error: 48.2235 - val_loss: 155.1404 - val_mean_squared_error: 155.1404 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 45.1840 - mean_squared_error: 45.1840 - val_loss: 99.9191 - val_mean_squared_error: 99.9191 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 45.1362 - mean_squared_error: 45.1362 - val_loss: 157.2126 - val_mean_squared_error: 157.2126 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 44.0791 - mean_squared_error: 44.0791 - val_loss: 179.2386 - val_mean_squared_error: 179.2386 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 45.4514 - mean_squared_error: 45.4514 - val_loss: 178.0071 - val_mean_squared_error: 178.0071 Epoch 28/30 81/81 [==============================] - 4s 48ms/step - loss: 46.4535 - mean_squared_error: 46.4535 - val_loss: 178.8425 - val_mean_squared_error: 178.8425 Epoch 29/30 81/81 [==============================] - 4s 47ms/step - loss: 41.2361 - mean_squared_error: 41.2361 - val_loss: 233.3706 - val_mean_squared_error: 233.3706 Epoch 30/30 81/81 [==============================] - 4s 47ms/step - loss: 40.3141 - mean_squared_error: 40.3141 - val_loss: 117.9586 - val_mean_squared_error: 117.9586
2022-12-10 16:23:43.228218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:23:43.436904: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:23:44.270469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:23:45.151538: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:23:51.970012: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:23:52.610800: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:23:53.921799: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:23:55.237988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:23:58.124071: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:24:00.317312: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:24:02.576677: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4823.1357 - mean_squared_error: 4823.1357
2022-12-10 16:24:41.228068: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:24:41.451693: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:24:42.204935: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:24:42.991247: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 549ms/step - loss: 4823.1357 - mean_squared_error: 4823.1357 - val_loss: 685.5724 - val_mean_squared_error: 685.5724 Epoch 2/30 81/81 [==============================] - 6s 74ms/step - loss: 1973.5618 - mean_squared_error: 1973.5618 - val_loss: 835.8450 - val_mean_squared_error: 835.8450 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 766.4465 - mean_squared_error: 766.4465 - val_loss: 117.2258 - val_mean_squared_error: 117.2258 Epoch 4/30 81/81 [==============================] - 5s 60ms/step - loss: 557.3912 - mean_squared_error: 557.3912 - val_loss: 51.3631 - val_mean_squared_error: 51.3631 Epoch 5/30 81/81 [==============================] - 4s 49ms/step - loss: 490.5374 - mean_squared_error: 490.5374 - val_loss: 330.1280 - val_mean_squared_error: 330.1280 Epoch 6/30 81/81 [==============================] - 4s 55ms/step - loss: 379.2563 - mean_squared_error: 379.2563 - val_loss: 688.8723 - val_mean_squared_error: 688.8723 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 273.1174 - mean_squared_error: 273.1174 - val_loss: 506.6376 - val_mean_squared_error: 506.6376 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 261.3967 - mean_squared_error: 261.3967 - val_loss: 355.8006 - val_mean_squared_error: 355.8006 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 235.9349 - mean_squared_error: 235.9349 - val_loss: 204.4460 - val_mean_squared_error: 204.4460 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 199.6105 - mean_squared_error: 199.6105 - val_loss: 27.7669 - val_mean_squared_error: 27.7669 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 194.2909 - mean_squared_error: 194.2909 - val_loss: 137.7873 - val_mean_squared_error: 137.7873 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 172.0768 - mean_squared_error: 172.0768 - val_loss: 42.9313 - val_mean_squared_error: 42.9313 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 89.0000 - mean_squared_error: 89.0000 - val_loss: 68.4675 - val_mean_squared_error: 68.4675 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 67.7479 - mean_squared_error: 67.7479 - val_loss: 31.4862 - val_mean_squared_error: 31.4862 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 87.5805 - mean_squared_error: 87.5805 - val_loss: 151.9260 - val_mean_squared_error: 151.9260 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 171.9182 - mean_squared_error: 171.9182 - val_loss: 648.2214 - val_mean_squared_error: 648.2214 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 64.6662 - mean_squared_error: 64.6662 - val_loss: 132.4070 - val_mean_squared_error: 132.4070 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 56.4826 - mean_squared_error: 56.4826 - val_loss: 36.1956 - val_mean_squared_error: 36.1956 Epoch 19/30 81/81 [==============================] - 3s 43ms/step - loss: 56.5498 - mean_squared_error: 56.5498 - val_loss: 35.1726 - val_mean_squared_error: 35.1726 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 52.7757 - mean_squared_error: 52.7757 - val_loss: 43.3441 - val_mean_squared_error: 43.3441 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 47.4791 - mean_squared_error: 47.4791 - val_loss: 72.6970 - val_mean_squared_error: 72.6970 Epoch 22/30 81/81 [==============================] - 4s 43ms/step - loss: 48.3862 - mean_squared_error: 48.3862 - val_loss: 90.9998 - val_mean_squared_error: 90.9998 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 50.0045 - mean_squared_error: 50.0045 - val_loss: 79.0117 - val_mean_squared_error: 79.0117 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 46.9543 - mean_squared_error: 46.9543 - val_loss: 67.8301 - val_mean_squared_error: 67.8301 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 47.0498 - mean_squared_error: 47.0498 - val_loss: 27.3991 - val_mean_squared_error: 27.3991 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 50.3311 - mean_squared_error: 50.3311 - val_loss: 73.3228 - val_mean_squared_error: 73.3228 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 39.2436 - mean_squared_error: 39.2436 - val_loss: 31.9617 - val_mean_squared_error: 31.9617 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 40.6857 - mean_squared_error: 40.6857 - val_loss: 50.1947 - val_mean_squared_error: 50.1947 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 44.2000 - mean_squared_error: 44.2000 - val_loss: 48.9864 - val_mean_squared_error: 48.9864 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 44.6879 - mean_squared_error: 44.6879 - val_loss: 19.7051 - val_mean_squared_error: 19.7051
2022-12-10 16:26:40.639111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:40.887248: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:41.614252: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:42.397279: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:26:49.052003: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:49.654663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:50.936105: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:52.348996: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:55.422617: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:26:57.798031: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:27:00.125114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4833.0317 - mean_squared_error: 4833.0317
2022-12-10 16:27:38.049578: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:27:38.342806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:27:39.075467: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:27:39.871738: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 539ms/step - loss: 4833.0317 - mean_squared_error: 4833.0317 - val_loss: 1009.6616 - val_mean_squared_error: 1009.6616 Epoch 2/30 81/81 [==============================] - 6s 79ms/step - loss: 1908.5269 - mean_squared_error: 1908.5269 - val_loss: 17.5582 - val_mean_squared_error: 17.5582 Epoch 3/30 81/81 [==============================] - 5s 63ms/step - loss: 859.9406 - mean_squared_error: 859.9406 - val_loss: 378.5925 - val_mean_squared_error: 378.5925 Epoch 4/30 81/81 [==============================] - 5s 63ms/step - loss: 479.4284 - mean_squared_error: 479.4284 - val_loss: 424.3346 - val_mean_squared_error: 424.3346 Epoch 5/30 81/81 [==============================] - 4s 55ms/step - loss: 279.1933 - mean_squared_error: 279.1933 - val_loss: 32.6005 - val_mean_squared_error: 32.6005 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 162.5713 - mean_squared_error: 162.5713 - val_loss: 186.8070 - val_mean_squared_error: 186.8070 Epoch 7/30 81/81 [==============================] - 4s 47ms/step - loss: 91.0181 - mean_squared_error: 91.0181 - val_loss: 46.3761 - val_mean_squared_error: 46.3761 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 82.1002 - mean_squared_error: 82.1002 - val_loss: 36.5827 - val_mean_squared_error: 36.5827 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 70.0365 - mean_squared_error: 70.0365 - val_loss: 132.9525 - val_mean_squared_error: 132.9525 Epoch 10/30 81/81 [==============================] - 4s 51ms/step - loss: 72.1807 - mean_squared_error: 72.1807 - val_loss: 89.6671 - val_mean_squared_error: 89.6671 Epoch 11/30 81/81 [==============================] - 4s 49ms/step - loss: 119.0492 - mean_squared_error: 119.0492 - val_loss: 641.8558 - val_mean_squared_error: 641.8558 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 213.0348 - mean_squared_error: 213.0348 - val_loss: 861.5882 - val_mean_squared_error: 861.5882 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 86.1698 - mean_squared_error: 86.1698 - val_loss: 1161.0488 - val_mean_squared_error: 1161.0488 Epoch 14/30 81/81 [==============================] - 4s 51ms/step - loss: 128.0717 - mean_squared_error: 128.0717 - val_loss: 548.1895 - val_mean_squared_error: 548.1895 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 77.4300 - mean_squared_error: 77.4300 - val_loss: 29.7091 - val_mean_squared_error: 29.7091 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 69.8644 - mean_squared_error: 69.8644 - val_loss: 38.4513 - val_mean_squared_error: 38.4513 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 63.0207 - mean_squared_error: 63.0207 - val_loss: 21.6350 - val_mean_squared_error: 21.6350 Epoch 18/30 81/81 [==============================] - 4s 43ms/step - loss: 71.8922 - mean_squared_error: 71.8922 - val_loss: 331.2682 - val_mean_squared_error: 331.2682 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 55.7893 - mean_squared_error: 55.7893 - val_loss: 16.5930 - val_mean_squared_error: 16.5930 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 58.8100 - mean_squared_error: 58.8100 - val_loss: 20.2222 - val_mean_squared_error: 20.2222 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 47.0698 - mean_squared_error: 47.0698 - val_loss: 136.8367 - val_mean_squared_error: 136.8367 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 46.8571 - mean_squared_error: 46.8571 - val_loss: 48.7737 - val_mean_squared_error: 48.7737 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 43.3744 - mean_squared_error: 43.3744 - val_loss: 37.2042 - val_mean_squared_error: 37.2042 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 50.8785 - mean_squared_error: 50.8785 - val_loss: 36.0768 - val_mean_squared_error: 36.0768 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 49.3481 - mean_squared_error: 49.3481 - val_loss: 54.5790 - val_mean_squared_error: 54.5789 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 52.1688 - mean_squared_error: 52.1688 - val_loss: 57.0047 - val_mean_squared_error: 57.0047 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 48.3774 - mean_squared_error: 48.3774 - val_loss: 94.9423 - val_mean_squared_error: 94.9422 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 40.3455 - mean_squared_error: 40.3455 - val_loss: 14.6275 - val_mean_squared_error: 14.6275 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 44.1289 - mean_squared_error: 44.1289 - val_loss: 26.5336 - val_mean_squared_error: 26.5336 Epoch 30/30 81/81 [==============================] - 4s 43ms/step - loss: 42.8629 - mean_squared_error: 42.8629 - val_loss: 20.8455 - val_mean_squared_error: 20.8455
2022-12-10 16:29:38.655806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:38.901462: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:39.665416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:40.463337: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 0 best_solution : [0 1 1 1 1 0 1 0 1 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 1 0 1 1 1 1 1 1 0 0 0 0 0 0 1 1 0 1 0 1 1 1 0 0 0 0 1 1 0 0 1 1 0 1 0 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1] Selected indices : [ 1 2 3 4 6 8 12 14 15 17 22 28 31 33 34 35 36 37 38 45 46 48 50 51 52 57 58 61 62 64 66 67 68 71 72 73 74 75 76 78 80] Number of selected elements : 41 Best solution fitness : 0.028247793027413055 Generation: 11 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 41) (286, 41) Epoch 1/30
2022-12-10 16:29:47.219556: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:48.012450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:49.307302: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:50.702252: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:53.780426: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:56.165767: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:29:58.507506: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4773.0903 - mean_squared_error: 4773.0903
2022-12-10 16:30:36.683395: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:30:36.953027: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:30:37.664937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:30:38.424578: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 548ms/step - loss: 4773.0903 - mean_squared_error: 4773.0903 - val_loss: 1816.2178 - val_mean_squared_error: 1816.2178 Epoch 2/30 81/81 [==============================] - 6s 75ms/step - loss: 2358.3079 - mean_squared_error: 2358.3079 - val_loss: 257.7982 - val_mean_squared_error: 257.7982 Epoch 3/30 81/81 [==============================] - 6s 73ms/step - loss: 1221.0896 - mean_squared_error: 1221.0896 - val_loss: 109.6977 - val_mean_squared_error: 109.6977 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 2155.4456 - mean_squared_error: 2155.4456 - val_loss: 51.2218 - val_mean_squared_error: 51.2218 Epoch 5/30 81/81 [==============================] - 4s 52ms/step - loss: 625.1752 - mean_squared_error: 625.1752 - val_loss: 18.7798 - val_mean_squared_error: 18.7798 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 595.2383 - mean_squared_error: 595.2383 - val_loss: 309.2605 - val_mean_squared_error: 309.2605 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 582.1758 - mean_squared_error: 582.1758 - val_loss: 2102.2021 - val_mean_squared_error: 2102.2021 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 511.7604 - mean_squared_error: 511.7604 - val_loss: 2146.1824 - val_mean_squared_error: 2146.1824 Epoch 9/30 81/81 [==============================] - 4s 54ms/step - loss: 320.3507 - mean_squared_error: 320.3507 - val_loss: 2609.9155 - val_mean_squared_error: 2609.9155 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 202.9311 - mean_squared_error: 202.9311 - val_loss: 1970.2235 - val_mean_squared_error: 1970.2235 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 179.5925 - mean_squared_error: 179.5925 - val_loss: 2825.7715 - val_mean_squared_error: 2825.7715 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 147.1585 - mean_squared_error: 147.1585 - val_loss: 1165.8317 - val_mean_squared_error: 1165.8317 Epoch 13/30 81/81 [==============================] - 4s 53ms/step - loss: 127.2913 - mean_squared_error: 127.2913 - val_loss: 1145.1316 - val_mean_squared_error: 1145.1316 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 119.1814 - mean_squared_error: 119.1814 - val_loss: 1352.9031 - val_mean_squared_error: 1352.9031 Epoch 15/30 81/81 [==============================] - 5s 56ms/step - loss: 107.4135 - mean_squared_error: 107.4135 - val_loss: 1981.3911 - val_mean_squared_error: 1981.3911 Epoch 16/30 81/81 [==============================] - 4s 50ms/step - loss: 97.8644 - mean_squared_error: 97.8644 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 93.8444 - mean_squared_error: 93.8444 - val_loss: 1025.5747 - val_mean_squared_error: 1025.5747 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 85.8421 - mean_squared_error: 85.8421 - val_loss: 3162.5166 - val_mean_squared_error: 3162.5166 Epoch 19/30 81/81 [==============================] - 4s 52ms/step - loss: 82.5167 - mean_squared_error: 82.5167 - val_loss: 2639.1316 - val_mean_squared_error: 2639.1316 Epoch 20/30 81/81 [==============================] - 4s 51ms/step - loss: 89.2906 - mean_squared_error: 89.2906 - val_loss: 2085.1333 - val_mean_squared_error: 2085.1333 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 69.5862 - mean_squared_error: 69.5862 - val_loss: 2678.7195 - val_mean_squared_error: 2678.7195 Epoch 22/30 81/81 [==============================] - 4s 48ms/step - loss: 72.5949 - mean_squared_error: 72.5949 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 68.9910 - mean_squared_error: 68.9910 - val_loss: 2410.4175 - val_mean_squared_error: 2410.4175 Epoch 24/30 81/81 [==============================] - 4s 47ms/step - loss: 60.5791 - mean_squared_error: 60.5791 - val_loss: 1908.1534 - val_mean_squared_error: 1908.1532 Epoch 25/30 81/81 [==============================] - 4s 48ms/step - loss: 56.7523 - mean_squared_error: 56.7523 - val_loss: 2173.9722 - val_mean_squared_error: 2173.9722 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 62.2013 - mean_squared_error: 62.2013 - val_loss: 1297.5875 - val_mean_squared_error: 1297.5875 Epoch 27/30 81/81 [==============================] - 4s 49ms/step - loss: 62.2273 - mean_squared_error: 62.2273 - val_loss: 2863.4004 - val_mean_squared_error: 2863.4004 Epoch 28/30 81/81 [==============================] - 4s 47ms/step - loss: 57.0546 - mean_squared_error: 57.0546 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 58.9833 - mean_squared_error: 58.9833 - val_loss: 2239.7219 - val_mean_squared_error: 2239.7219 Epoch 30/30 81/81 [==============================] - 4s 52ms/step - loss: 48.4930 - mean_squared_error: 48.4930 - val_loss: 3007.2900 - val_mean_squared_error: 3007.2900
2022-12-10 16:32:44.638043: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:32:44.862055: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:32:45.650333: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:32:46.441724: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:32:52.403465: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:32:53.220176: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:32:54.561294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:32:55.973416: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:32:59.024290: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:33:01.359851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:33:03.675860: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4659.8354 - mean_squared_error: 4659.8354
2022-12-10 16:33:41.468251: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:33:41.641378: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:33:42.453594: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:33:43.258389: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 536ms/step - loss: 4659.8354 - mean_squared_error: 4659.8354 - val_loss: 2856.0723 - val_mean_squared_error: 2856.0720 Epoch 2/30 81/81 [==============================] - 6s 80ms/step - loss: 1858.0278 - mean_squared_error: 1858.0278 - val_loss: 34.2018 - val_mean_squared_error: 34.2018 Epoch 3/30 81/81 [==============================] - 5s 66ms/step - loss: 1155.2306 - mean_squared_error: 1155.2306 - val_loss: 89.7410 - val_mean_squared_error: 89.7410 Epoch 4/30 81/81 [==============================] - 5s 58ms/step - loss: 804.6956 - mean_squared_error: 804.6956 - val_loss: 72.1801 - val_mean_squared_error: 72.1801 Epoch 5/30 81/81 [==============================] - 5s 57ms/step - loss: 720.4186 - mean_squared_error: 720.4186 - val_loss: 34.5807 - val_mean_squared_error: 34.5807 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 538.3378 - mean_squared_error: 538.3378 - val_loss: 656.4244 - val_mean_squared_error: 656.4244 Epoch 7/30 81/81 [==============================] - 4s 51ms/step - loss: 557.8803 - mean_squared_error: 557.8803 - val_loss: 306.2372 - val_mean_squared_error: 306.2372 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 151.3519 - mean_squared_error: 151.3519 - val_loss: 219.0499 - val_mean_squared_error: 219.0499 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 83.2859 - mean_squared_error: 83.2859 - val_loss: 26.9548 - val_mean_squared_error: 26.9548 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 80.2298 - mean_squared_error: 80.2298 - val_loss: 28.5216 - val_mean_squared_error: 28.5216 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 75.0829 - mean_squared_error: 75.0829 - val_loss: 33.3536 - val_mean_squared_error: 33.3536 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 62.3475 - mean_squared_error: 62.3475 - val_loss: 30.2308 - val_mean_squared_error: 30.2308 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 58.5999 - mean_squared_error: 58.5999 - val_loss: 28.1841 - val_mean_squared_error: 28.1841 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 64.9880 - mean_squared_error: 64.9880 - val_loss: 28.6405 - val_mean_squared_error: 28.6405 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 54.1157 - mean_squared_error: 54.1157 - val_loss: 23.7322 - val_mean_squared_error: 23.7322 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 49.5682 - mean_squared_error: 49.5682 - val_loss: 30.7508 - val_mean_squared_error: 30.7508 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 50.0402 - mean_squared_error: 50.0402 - val_loss: 47.3871 - val_mean_squared_error: 47.3871 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 52.8741 - mean_squared_error: 52.8741 - val_loss: 39.9474 - val_mean_squared_error: 39.9474 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 51.4138 - mean_squared_error: 51.4138 - val_loss: 34.6837 - val_mean_squared_error: 34.6837 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 49.8079 - mean_squared_error: 49.8079 - val_loss: 50.2025 - val_mean_squared_error: 50.2025 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 47.9780 - mean_squared_error: 47.9780 - val_loss: 42.6802 - val_mean_squared_error: 42.6802 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 46.1329 - mean_squared_error: 46.1329 - val_loss: 43.6254 - val_mean_squared_error: 43.6254 Epoch 23/30 81/81 [==============================] - 4s 44ms/step - loss: 43.3452 - mean_squared_error: 43.3452 - val_loss: 43.1910 - val_mean_squared_error: 43.1910 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 40.5156 - mean_squared_error: 40.5156 - val_loss: 38.5270 - val_mean_squared_error: 38.5270 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 42.2363 - mean_squared_error: 42.2363 - val_loss: 56.7121 - val_mean_squared_error: 56.7121 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 40.4473 - mean_squared_error: 40.4473 - val_loss: 31.8822 - val_mean_squared_error: 31.8822 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 40.0507 - mean_squared_error: 40.0507 - val_loss: 73.7256 - val_mean_squared_error: 73.7256 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 39.6693 - mean_squared_error: 39.6693 - val_loss: 43.1646 - val_mean_squared_error: 43.1646 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 37.6143 - mean_squared_error: 37.6143 - val_loss: 43.2378 - val_mean_squared_error: 43.2378 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 38.8648 - mean_squared_error: 38.8648 - val_loss: 37.0326 - val_mean_squared_error: 37.0326
2022-12-10 16:35:41.779460: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:42.079797: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:42.817788: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:43.618254: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:35:50.079848: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:50.906477: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:52.201652: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:53.567655: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:56.489284: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:35:58.822021: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:36:01.049450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4916.9995 - mean_squared_error: 4916.9995
2022-12-10 16:36:39.746386: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:36:40.029114: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:36:40.773980: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:36:41.573313: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 58s 552ms/step - loss: 4916.9995 - mean_squared_error: 4916.9995 - val_loss: 3150.4785 - val_mean_squared_error: 3150.4785 Epoch 2/30 81/81 [==============================] - 6s 76ms/step - loss: 2722.1582 - mean_squared_error: 2722.1582 - val_loss: 151.0104 - val_mean_squared_error: 151.0104 Epoch 3/30 81/81 [==============================] - 5s 65ms/step - loss: 1402.8612 - mean_squared_error: 1402.8612 - val_loss: 793.5084 - val_mean_squared_error: 793.5084 Epoch 4/30 81/81 [==============================] - 6s 73ms/step - loss: 647.5341 - mean_squared_error: 647.5341 - val_loss: 1906.5258 - val_mean_squared_error: 1906.5258 Epoch 5/30 81/81 [==============================] - 4s 54ms/step - loss: 129.1487 - mean_squared_error: 129.1487 - val_loss: 461.6914 - val_mean_squared_error: 461.6914 Epoch 6/30 81/81 [==============================] - 4s 52ms/step - loss: 89.4881 - mean_squared_error: 89.4881 - val_loss: 23.9946 - val_mean_squared_error: 23.9946 Epoch 7/30 81/81 [==============================] - 5s 56ms/step - loss: 83.1848 - mean_squared_error: 83.1848 - val_loss: 196.1004 - val_mean_squared_error: 196.1004 Epoch 8/30 81/81 [==============================] - 4s 53ms/step - loss: 80.4195 - mean_squared_error: 80.4195 - val_loss: 49.7749 - val_mean_squared_error: 49.7749 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 68.9247 - mean_squared_error: 68.9247 - val_loss: 132.4286 - val_mean_squared_error: 132.4286 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 63.3924 - mean_squared_error: 63.3924 - val_loss: 141.0014 - val_mean_squared_error: 141.0014 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 61.6524 - mean_squared_error: 61.6524 - val_loss: 274.7610 - val_mean_squared_error: 274.7610 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 67.7833 - mean_squared_error: 67.7833 - val_loss: 188.6649 - val_mean_squared_error: 188.6649 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 56.1798 - mean_squared_error: 56.1798 - val_loss: 329.6548 - val_mean_squared_error: 329.6548 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 59.3055 - mean_squared_error: 59.3055 - val_loss: 224.1157 - val_mean_squared_error: 224.1157 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 57.5699 - mean_squared_error: 57.5699 - val_loss: 120.5757 - val_mean_squared_error: 120.5757 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 50.7291 - mean_squared_error: 50.7291 - val_loss: 182.3092 - val_mean_squared_error: 182.3092 Epoch 17/30 81/81 [==============================] - 4s 50ms/step - loss: 54.3102 - mean_squared_error: 54.3102 - val_loss: 410.1819 - val_mean_squared_error: 410.1819 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 51.8098 - mean_squared_error: 51.8098 - val_loss: 286.4022 - val_mean_squared_error: 286.4022 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 48.3653 - mean_squared_error: 48.3653 - val_loss: 127.3832 - val_mean_squared_error: 127.3832 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 49.1662 - mean_squared_error: 49.1662 - val_loss: 183.8951 - val_mean_squared_error: 183.8950 Epoch 21/30 81/81 [==============================] - 4s 45ms/step - loss: 46.2233 - mean_squared_error: 46.2233 - val_loss: 192.5053 - val_mean_squared_error: 192.5053 Epoch 22/30 81/81 [==============================] - 4s 47ms/step - loss: 44.8585 - mean_squared_error: 44.8585 - val_loss: 129.1410 - val_mean_squared_error: 129.1410 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 53.1615 - mean_squared_error: 53.1615 - val_loss: 185.9536 - val_mean_squared_error: 185.9536 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 48.7750 - mean_squared_error: 48.7750 - val_loss: 193.7164 - val_mean_squared_error: 193.7164 Epoch 25/30 81/81 [==============================] - 4s 47ms/step - loss: 43.5912 - mean_squared_error: 43.5912 - val_loss: 279.8561 - val_mean_squared_error: 279.8561 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 41.8791 - mean_squared_error: 41.8791 - val_loss: 219.2424 - val_mean_squared_error: 219.2423 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 45.7768 - mean_squared_error: 45.7768 - val_loss: 222.0686 - val_mean_squared_error: 222.0686 Epoch 28/30 81/81 [==============================] - 4s 46ms/step - loss: 46.8035 - mean_squared_error: 46.8035 - val_loss: 160.6827 - val_mean_squared_error: 160.6827 Epoch 29/30 81/81 [==============================] - 4s 46ms/step - loss: 39.7643 - mean_squared_error: 39.7643 - val_loss: 107.5142 - val_mean_squared_error: 107.5142 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 37.4946 - mean_squared_error: 37.4946 - val_loss: 59.4381 - val_mean_squared_error: 59.4381
2022-12-10 16:38:43.848627: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:38:44.119086: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:38:44.928806: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:38:45.758051: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:38:52.174342: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:38:52.829640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:38:54.171770: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:38:55.472972: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:38:58.518649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:39:00.987991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:39:03.272546: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4724.3843 - mean_squared_error: 4724.3843
2022-12-10 16:39:42.806052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:39:43.095064: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:39:43.828922: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:39:44.602492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 568ms/step - loss: 4724.3843 - mean_squared_error: 4724.3843 - val_loss: 465.1178 - val_mean_squared_error: 465.1178 Epoch 2/30 81/81 [==============================] - 6s 75ms/step - loss: 2107.7341 - mean_squared_error: 2107.7341 - val_loss: 123.2652 - val_mean_squared_error: 123.2652 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 1108.9199 - mean_squared_error: 1108.9199 - val_loss: 183.0883 - val_mean_squared_error: 183.0883 Epoch 4/30 81/81 [==============================] - 5s 63ms/step - loss: 305.1198 - mean_squared_error: 305.1198 - val_loss: 870.5928 - val_mean_squared_error: 870.5928 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 96.5169 - mean_squared_error: 96.5169 - val_loss: 138.9700 - val_mean_squared_error: 138.9700 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 88.6722 - mean_squared_error: 88.6722 - val_loss: 54.1212 - val_mean_squared_error: 54.1212 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 66.3422 - mean_squared_error: 66.3422 - val_loss: 15.2324 - val_mean_squared_error: 15.2324 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 71.8656 - mean_squared_error: 71.8656 - val_loss: 21.3936 - val_mean_squared_error: 21.3936 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 68.9502 - mean_squared_error: 68.9502 - val_loss: 55.6607 - val_mean_squared_error: 55.6607 Epoch 10/30 81/81 [==============================] - 4s 44ms/step - loss: 65.9145 - mean_squared_error: 65.9145 - val_loss: 22.1356 - val_mean_squared_error: 22.1356 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 62.0226 - mean_squared_error: 62.0226 - val_loss: 52.0222 - val_mean_squared_error: 52.0222 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 56.3225 - mean_squared_error: 56.3225 - val_loss: 142.1562 - val_mean_squared_error: 142.1562 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 56.1412 - mean_squared_error: 56.1412 - val_loss: 23.1128 - val_mean_squared_error: 23.1128 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 54.2196 - mean_squared_error: 54.2196 - val_loss: 28.1360 - val_mean_squared_error: 28.1360 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 54.1269 - mean_squared_error: 54.1269 - val_loss: 20.7331 - val_mean_squared_error: 20.7331 Epoch 16/30 81/81 [==============================] - 4s 43ms/step - loss: 54.0375 - mean_squared_error: 54.0375 - val_loss: 41.0411 - val_mean_squared_error: 41.0411 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 48.3701 - mean_squared_error: 48.3701 - val_loss: 17.9948 - val_mean_squared_error: 17.9948 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 52.0673 - mean_squared_error: 52.0673 - val_loss: 13.1533 - val_mean_squared_error: 13.1533 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 49.5904 - mean_squared_error: 49.5904 - val_loss: 11.0577 - val_mean_squared_error: 11.0577 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 53.6552 - mean_squared_error: 53.6552 - val_loss: 15.6542 - val_mean_squared_error: 15.6542 Epoch 21/30 81/81 [==============================] - 4s 47ms/step - loss: 50.3393 - mean_squared_error: 50.3393 - val_loss: 30.2747 - val_mean_squared_error: 30.2747 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 46.2382 - mean_squared_error: 46.2382 - val_loss: 27.4069 - val_mean_squared_error: 27.4069 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 47.1528 - mean_squared_error: 47.1528 - val_loss: 79.4908 - val_mean_squared_error: 79.4908 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 51.4576 - mean_squared_error: 51.4576 - val_loss: 90.2921 - val_mean_squared_error: 90.2921 Epoch 25/30 81/81 [==============================] - 5s 63ms/step - loss: 46.5212 - mean_squared_error: 46.5212 - val_loss: 23.1480 - val_mean_squared_error: 23.1480 Epoch 26/30 81/81 [==============================] - 4s 43ms/step - loss: 50.0247 - mean_squared_error: 50.0247 - val_loss: 43.4546 - val_mean_squared_error: 43.4546 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 47.4045 - mean_squared_error: 47.4045 - val_loss: 16.0201 - val_mean_squared_error: 16.0201 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 45.4176 - mean_squared_error: 45.4176 - val_loss: 15.4199 - val_mean_squared_error: 15.4199 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 41.4769 - mean_squared_error: 41.4769 - val_loss: 28.8746 - val_mean_squared_error: 28.8746 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 41.4716 - mean_squared_error: 41.4716 - val_loss: 15.8610 - val_mean_squared_error: 15.8610
2022-12-10 16:41:44.196712: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:41:44.403252: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:41:45.180125: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:41:45.969884: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:41:52.195468: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:41:52.784495: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:41:54.130139: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:41:55.431937: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:41:58.308550: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:42:00.588531: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:42:02.815204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4748.9009 - mean_squared_error: 4748.9009
2022-12-10 16:42:43.844491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:42:44.028010: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:42:44.847536: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:42:45.658994: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 584ms/step - loss: 4748.9009 - mean_squared_error: 4748.9009 - val_loss: 1615.1614 - val_mean_squared_error: 1615.1614 Epoch 2/30 81/81 [==============================] - 6s 74ms/step - loss: 2410.1135 - mean_squared_error: 2410.1135 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 1325.2092 - mean_squared_error: 1325.2092 - val_loss: 248.8615 - val_mean_squared_error: 248.8615 Epoch 4/30 81/81 [==============================] - 5s 59ms/step - loss: 1362.5352 - mean_squared_error: 1362.5352 - val_loss: 59.7434 - val_mean_squared_error: 59.7434 Epoch 5/30 81/81 [==============================] - 4s 48ms/step - loss: 1090.0511 - mean_squared_error: 1090.0511 - val_loss: 402.3369 - val_mean_squared_error: 402.3369 Epoch 6/30 81/81 [==============================] - 4s 44ms/step - loss: 725.8101 - mean_squared_error: 725.8101 - val_loss: 4889.8306 - val_mean_squared_error: 4889.8306 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 235.0648 - mean_squared_error: 235.0648 - val_loss: 264.1082 - val_mean_squared_error: 264.1082 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 116.1758 - mean_squared_error: 116.1758 - val_loss: 77.1215 - val_mean_squared_error: 77.1215 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 96.5121 - mean_squared_error: 96.5121 - val_loss: 21.4075 - val_mean_squared_error: 21.4075 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 84.5732 - mean_squared_error: 84.5732 - val_loss: 19.6802 - val_mean_squared_error: 19.6802 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 74.3099 - mean_squared_error: 74.3099 - val_loss: 18.2594 - val_mean_squared_error: 18.2594 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 71.2179 - mean_squared_error: 71.2179 - val_loss: 154.8487 - val_mean_squared_error: 154.8487 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 63.0608 - mean_squared_error: 63.0608 - val_loss: 17.4704 - val_mean_squared_error: 17.4704 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 65.3066 - mean_squared_error: 65.3066 - val_loss: 24.3095 - val_mean_squared_error: 24.3095 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 58.6328 - mean_squared_error: 58.6328 - val_loss: 21.0847 - val_mean_squared_error: 21.0847 Epoch 16/30 81/81 [==============================] - 4s 48ms/step - loss: 52.5157 - mean_squared_error: 52.5157 - val_loss: 14.1754 - val_mean_squared_error: 14.1754 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 47.6513 - mean_squared_error: 47.6513 - val_loss: 17.2264 - val_mean_squared_error: 17.2264 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 54.9111 - mean_squared_error: 54.9111 - val_loss: 58.7019 - val_mean_squared_error: 58.7019 Epoch 19/30 81/81 [==============================] - 4s 43ms/step - loss: 54.9249 - mean_squared_error: 54.9249 - val_loss: 25.5324 - val_mean_squared_error: 25.5324 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 50.4441 - mean_squared_error: 50.4441 - val_loss: 53.5924 - val_mean_squared_error: 53.5924 Epoch 21/30 81/81 [==============================] - 3s 42ms/step - loss: 51.1617 - mean_squared_error: 51.1617 - val_loss: 25.6496 - val_mean_squared_error: 25.6496 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 41.6250 - mean_squared_error: 41.6250 - val_loss: 18.0667 - val_mean_squared_error: 18.0667 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 45.5941 - mean_squared_error: 45.5941 - val_loss: 79.8887 - val_mean_squared_error: 79.8887 Epoch 24/30 81/81 [==============================] - 3s 42ms/step - loss: 40.3877 - mean_squared_error: 40.3877 - val_loss: 64.2033 - val_mean_squared_error: 64.2033 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 40.3232 - mean_squared_error: 40.3232 - val_loss: 30.2826 - val_mean_squared_error: 30.2826 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 41.6255 - mean_squared_error: 41.6255 - val_loss: 50.6810 - val_mean_squared_error: 50.6810 Epoch 27/30 81/81 [==============================] - 3s 42ms/step - loss: 41.3760 - mean_squared_error: 41.3760 - val_loss: 63.9357 - val_mean_squared_error: 63.9357 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 46.5804 - mean_squared_error: 46.5804 - val_loss: 26.9295 - val_mean_squared_error: 26.9295 Epoch 29/30 81/81 [==============================] - 4s 45ms/step - loss: 38.6111 - mean_squared_error: 38.6111 - val_loss: 25.0293 - val_mean_squared_error: 25.0293 Epoch 30/30 81/81 [==============================] - 3s 42ms/step - loss: 42.8357 - mean_squared_error: 42.8357 - val_loss: 26.8476 - val_mean_squared_error: 26.8476
2022-12-10 16:44:41.233705: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:41.455591: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:42.248574: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:43.039201: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.027378953888524512 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:44:50.025981: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:50.845169: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:52.241848: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:53.685975: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:56.832599: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:44:59.320235: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:45:01.688082: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4605.6821 - mean_squared_error: 4605.6821
2022-12-10 16:45:41.084437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:45:41.287345: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:45:42.095776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:45:42.891462: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 560ms/step - loss: 4605.6821 - mean_squared_error: 4605.6821 - val_loss: 890.1812 - val_mean_squared_error: 890.1812 Epoch 2/30 81/81 [==============================] - 6s 77ms/step - loss: 2108.4858 - mean_squared_error: 2108.4858 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 6s 69ms/step - loss: 967.1085 - mean_squared_error: 967.1085 - val_loss: 664.4557 - val_mean_squared_error: 664.4557 Epoch 4/30 81/81 [==============================] - 4s 48ms/step - loss: 670.5169 - mean_squared_error: 670.5169 - val_loss: 47.9098 - val_mean_squared_error: 47.9098 Epoch 5/30 81/81 [==============================] - 5s 56ms/step - loss: 492.9008 - mean_squared_error: 492.9008 - val_loss: 75.3258 - val_mean_squared_error: 75.3258 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 414.4441 - mean_squared_error: 414.4441 - val_loss: 130.6371 - val_mean_squared_error: 130.6371 Epoch 7/30 81/81 [==============================] - 4s 49ms/step - loss: 312.2731 - mean_squared_error: 312.2731 - val_loss: 98.8513 - val_mean_squared_error: 98.8513 Epoch 8/30 81/81 [==============================] - 4s 44ms/step - loss: 81.6778 - mean_squared_error: 81.6778 - val_loss: 22.8096 - val_mean_squared_error: 22.8096 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 74.4785 - mean_squared_error: 74.4785 - val_loss: 26.3330 - val_mean_squared_error: 26.3329 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 62.9892 - mean_squared_error: 62.9892 - val_loss: 63.4506 - val_mean_squared_error: 63.4506 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 59.4395 - mean_squared_error: 59.4395 - val_loss: 37.5478 - val_mean_squared_error: 37.5478 Epoch 12/30 81/81 [==============================] - 4s 50ms/step - loss: 56.2091 - mean_squared_error: 56.2091 - val_loss: 21.7812 - val_mean_squared_error: 21.7812 Epoch 13/30 81/81 [==============================] - 4s 48ms/step - loss: 53.4104 - mean_squared_error: 53.4104 - val_loss: 20.8942 - val_mean_squared_error: 20.8942 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 49.0806 - mean_squared_error: 49.0806 - val_loss: 11.7736 - val_mean_squared_error: 11.7736 Epoch 15/30 81/81 [==============================] - 4s 45ms/step - loss: 49.1954 - mean_squared_error: 49.1954 - val_loss: 58.9567 - val_mean_squared_error: 58.9567 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 39.2330 - mean_squared_error: 39.2330 - val_loss: 18.7443 - val_mean_squared_error: 18.7443 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 41.2322 - mean_squared_error: 41.2322 - val_loss: 104.5999 - val_mean_squared_error: 104.5999 Epoch 18/30 81/81 [==============================] - 4s 47ms/step - loss: 46.1003 - mean_squared_error: 46.1003 - val_loss: 121.1143 - val_mean_squared_error: 121.1143 Epoch 19/30 81/81 [==============================] - 4s 46ms/step - loss: 51.7948 - mean_squared_error: 51.7948 - val_loss: 10.3531 - val_mean_squared_error: 10.3531 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 43.0562 - mean_squared_error: 43.0562 - val_loss: 50.3694 - val_mean_squared_error: 50.3694 Epoch 21/30 81/81 [==============================] - 4s 48ms/step - loss: 35.8198 - mean_squared_error: 35.8198 - val_loss: 43.8501 - val_mean_squared_error: 43.8501 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 41.5012 - mean_squared_error: 41.5012 - val_loss: 16.8944 - val_mean_squared_error: 16.8944 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 49.9188 - mean_squared_error: 49.9188 - val_loss: 21.7756 - val_mean_squared_error: 21.7756 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 42.6009 - mean_squared_error: 42.6009 - val_loss: 19.9616 - val_mean_squared_error: 19.9616 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 47.1218 - mean_squared_error: 47.1218 - val_loss: 92.3371 - val_mean_squared_error: 92.3371 Epoch 26/30 81/81 [==============================] - 4s 52ms/step - loss: 41.0342 - mean_squared_error: 41.0342 - val_loss: 20.0551 - val_mean_squared_error: 20.0551 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 38.1693 - mean_squared_error: 38.1693 - val_loss: 98.7729 - val_mean_squared_error: 98.7729 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 45.6289 - mean_squared_error: 45.6289 - val_loss: 20.1008 - val_mean_squared_error: 20.1008 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 41.4839 - mean_squared_error: 41.4839 - val_loss: 104.6427 - val_mean_squared_error: 104.6427 Epoch 30/30 81/81 [==============================] - 3s 43ms/step - loss: 41.4127 - mean_squared_error: 41.4127 - val_loss: 186.9865 - val_mean_squared_error: 186.9865
2022-12-10 16:47:40.827696: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:40.996196: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:41.772408: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:42.592843: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:47:48.920404: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:49.623098: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:50.825584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:52.170925: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:55.103981: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:57.382243: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:47:59.679883: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4885.8423 - mean_squared_error: 4885.8423
2022-12-10 16:48:38.582733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:48:38.825469: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:48:39.592859: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:48:40.398115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 58s 558ms/step - loss: 4885.8423 - mean_squared_error: 4885.8423 - val_loss: 1028.0376 - val_mean_squared_error: 1028.0376 Epoch 2/30 81/81 [==============================] - 6s 73ms/step - loss: 2387.6045 - mean_squared_error: 2387.6045 - val_loss: 181.1188 - val_mean_squared_error: 181.1188 Epoch 3/30 81/81 [==============================] - 5s 62ms/step - loss: 1185.6615 - mean_squared_error: 1185.6615 - val_loss: 1663.2644 - val_mean_squared_error: 1663.2644 Epoch 4/30 81/81 [==============================] - 5s 67ms/step - loss: 907.7672 - mean_squared_error: 907.7672 - val_loss: 1861.1807 - val_mean_squared_error: 1861.1807 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 478.9346 - mean_squared_error: 478.9346 - val_loss: 1844.5468 - val_mean_squared_error: 1844.5465 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 187.8286 - mean_squared_error: 187.8286 - val_loss: 416.1433 - val_mean_squared_error: 416.1433 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 98.7550 - mean_squared_error: 98.7550 - val_loss: 127.9772 - val_mean_squared_error: 127.9772 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 84.6039 - mean_squared_error: 84.6039 - val_loss: 15.5647 - val_mean_squared_error: 15.5647 Epoch 9/30 81/81 [==============================] - 4s 47ms/step - loss: 87.0444 - mean_squared_error: 87.0444 - val_loss: 50.3090 - val_mean_squared_error: 50.3090 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 75.6185 - mean_squared_error: 75.6185 - val_loss: 48.9104 - val_mean_squared_error: 48.9104 Epoch 11/30 81/81 [==============================] - 4s 44ms/step - loss: 64.8494 - mean_squared_error: 64.8494 - val_loss: 30.5436 - val_mean_squared_error: 30.5436 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 67.7760 - mean_squared_error: 67.7760 - val_loss: 23.8074 - val_mean_squared_error: 23.8074 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 62.0165 - mean_squared_error: 62.0165 - val_loss: 27.1790 - val_mean_squared_error: 27.1790 Epoch 14/30 81/81 [==============================] - 4s 49ms/step - loss: 62.5108 - mean_squared_error: 62.5108 - val_loss: 27.4481 - val_mean_squared_error: 27.4481 Epoch 15/30 81/81 [==============================] - 3s 43ms/step - loss: 62.5110 - mean_squared_error: 62.5110 - val_loss: 32.0284 - val_mean_squared_error: 32.0284 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 55.7115 - mean_squared_error: 55.7115 - val_loss: 111.6276 - val_mean_squared_error: 111.6276 Epoch 17/30 81/81 [==============================] - 4s 48ms/step - loss: 54.5806 - mean_squared_error: 54.5806 - val_loss: 209.5464 - val_mean_squared_error: 209.5464 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 55.7931 - mean_squared_error: 55.7931 - val_loss: 25.2600 - val_mean_squared_error: 25.2600 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 57.8187 - mean_squared_error: 57.8187 - val_loss: 46.3541 - val_mean_squared_error: 46.3541 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 60.0916 - mean_squared_error: 60.0916 - val_loss: 22.7920 - val_mean_squared_error: 22.7920 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 54.7548 - mean_squared_error: 54.7548 - val_loss: 98.0396 - val_mean_squared_error: 98.0396 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 50.1178 - mean_squared_error: 50.1178 - val_loss: 38.5949 - val_mean_squared_error: 38.5949 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 56.1588 - mean_squared_error: 56.1588 - val_loss: 31.9477 - val_mean_squared_error: 31.9477 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 48.0939 - mean_squared_error: 48.0939 - val_loss: 107.8449 - val_mean_squared_error: 107.8449 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 49.8555 - mean_squared_error: 49.8555 - val_loss: 22.8835 - val_mean_squared_error: 22.8835 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 46.4566 - mean_squared_error: 46.4566 - val_loss: 14.1088 - val_mean_squared_error: 14.1088 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 46.4832 - mean_squared_error: 46.4832 - val_loss: 407.6839 - val_mean_squared_error: 407.6839 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 44.9009 - mean_squared_error: 44.9009 - val_loss: 51.8231 - val_mean_squared_error: 51.8231 Epoch 29/30 81/81 [==============================] - 4s 43ms/step - loss: 42.8306 - mean_squared_error: 42.8306 - val_loss: 106.9070 - val_mean_squared_error: 106.9070 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 45.4486 - mean_squared_error: 45.4486 - val_loss: 82.7773 - val_mean_squared_error: 82.7773
2022-12-10 16:50:37.451392: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:37.672371: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:38.424397: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:39.234529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:50:45.449847: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:46.020808: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:47.346485: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:48.737993: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:51.675492: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:53.912439: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:50:56.229511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4779.7905 - mean_squared_error: 4779.7905
2022-12-10 16:51:35.996670: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:51:36.171104: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:51:36.985708: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:51:37.778910: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 59s 577ms/step - loss: 4779.7905 - mean_squared_error: 4779.7905 - val_loss: 863.3086 - val_mean_squared_error: 863.3086 Epoch 2/30 81/81 [==============================] - 6s 70ms/step - loss: 2532.9138 - mean_squared_error: 2532.9138 - val_loss: 20.4803 - val_mean_squared_error: 20.4803 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 1591.9197 - mean_squared_error: 1591.9197 - val_loss: 34.6535 - val_mean_squared_error: 34.6535 Epoch 4/30 81/81 [==============================] - 5s 59ms/step - loss: 912.1740 - mean_squared_error: 912.1740 - val_loss: 2950.0806 - val_mean_squared_error: 2950.0806 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 206.0515 - mean_squared_error: 206.0515 - val_loss: 942.1285 - val_mean_squared_error: 942.1285 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 154.9087 - mean_squared_error: 154.9087 - val_loss: 138.0149 - val_mean_squared_error: 138.0149 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 141.0967 - mean_squared_error: 141.0967 - val_loss: 232.7054 - val_mean_squared_error: 232.7054 Epoch 8/30 81/81 [==============================] - 4s 47ms/step - loss: 121.7942 - mean_squared_error: 121.7942 - val_loss: 34.0440 - val_mean_squared_error: 34.0440 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 97.7121 - mean_squared_error: 97.7121 - val_loss: 27.4671 - val_mean_squared_error: 27.4671 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 89.4511 - mean_squared_error: 89.4511 - val_loss: 38.7113 - val_mean_squared_error: 38.7113 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 82.0449 - mean_squared_error: 82.0449 - val_loss: 44.4863 - val_mean_squared_error: 44.4863 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 73.8820 - mean_squared_error: 73.8820 - val_loss: 95.9386 - val_mean_squared_error: 95.9386 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 66.2714 - mean_squared_error: 66.2714 - val_loss: 298.0388 - val_mean_squared_error: 298.0388 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 63.5748 - mean_squared_error: 63.5748 - val_loss: 171.2914 - val_mean_squared_error: 171.2914 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 58.3012 - mean_squared_error: 58.3012 - val_loss: 140.3078 - val_mean_squared_error: 140.3078 Epoch 16/30 81/81 [==============================] - 3s 43ms/step - loss: 58.4986 - mean_squared_error: 58.4986 - val_loss: 93.6149 - val_mean_squared_error: 93.6149 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 53.4489 - mean_squared_error: 53.4489 - val_loss: 202.8408 - val_mean_squared_error: 202.8408 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 60.1293 - mean_squared_error: 60.1293 - val_loss: 343.5681 - val_mean_squared_error: 343.5681 Epoch 19/30 81/81 [==============================] - 4s 49ms/step - loss: 53.7831 - mean_squared_error: 53.7831 - val_loss: 111.7567 - val_mean_squared_error: 111.7567 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 49.3648 - mean_squared_error: 49.3648 - val_loss: 108.1070 - val_mean_squared_error: 108.1070 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 48.2748 - mean_squared_error: 48.2748 - val_loss: 99.0979 - val_mean_squared_error: 99.0979 Epoch 22/30 81/81 [==============================] - 4s 46ms/step - loss: 51.1335 - mean_squared_error: 51.1335 - val_loss: 129.2129 - val_mean_squared_error: 129.2129 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 46.4316 - mean_squared_error: 46.4316 - val_loss: 54.9127 - val_mean_squared_error: 54.9127 Epoch 24/30 81/81 [==============================] - 4s 46ms/step - loss: 43.0842 - mean_squared_error: 43.0842 - val_loss: 234.6823 - val_mean_squared_error: 234.6823 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 48.6941 - mean_squared_error: 48.6941 - val_loss: 79.7505 - val_mean_squared_error: 79.7505 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 45.7602 - mean_squared_error: 45.7602 - val_loss: 34.5577 - val_mean_squared_error: 34.5577 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 43.9096 - mean_squared_error: 43.9096 - val_loss: 308.9547 - val_mean_squared_error: 308.9547 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 42.4697 - mean_squared_error: 42.4697 - val_loss: 41.5152 - val_mean_squared_error: 41.5152 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 45.0723 - mean_squared_error: 45.0723 - val_loss: 101.4009 - val_mean_squared_error: 101.4009 Epoch 30/30 81/81 [==============================] - 4s 43ms/step - loss: 40.1216 - mean_squared_error: 40.1216 - val_loss: 129.0395 - val_mean_squared_error: 129.0395
2022-12-10 16:53:34.997951: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:35.180197: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:35.973763: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:36.818898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:53:43.162465: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:43.716322: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:45.141862: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:46.521814: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:49.558819: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:52.018283: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:53:54.295048: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4864.5332 - mean_squared_error: 4864.5332
2022-12-10 16:54:31.376248: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:54:31.679947: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:54:32.434651: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:54:33.249753: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 539ms/step - loss: 4864.5332 - mean_squared_error: 4864.5332 - val_loss: 2393.1736 - val_mean_squared_error: 2393.1736 Epoch 2/30 81/81 [==============================] - 6s 79ms/step - loss: 2270.7739 - mean_squared_error: 2270.7739 - val_loss: 259.3382 - val_mean_squared_error: 259.3382 Epoch 3/30 81/81 [==============================] - 4s 53ms/step - loss: 1237.6989 - mean_squared_error: 1237.6989 - val_loss: 1110.5107 - val_mean_squared_error: 1110.5107 Epoch 4/30 81/81 [==============================] - 5s 57ms/step - loss: 924.1138 - mean_squared_error: 924.1138 - val_loss: 60.1971 - val_mean_squared_error: 60.1971 Epoch 5/30 81/81 [==============================] - 4s 54ms/step - loss: 774.3132 - mean_squared_error: 774.3132 - val_loss: 65.4491 - val_mean_squared_error: 65.4491 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 647.4330 - mean_squared_error: 647.4330 - val_loss: 3887.1882 - val_mean_squared_error: 3887.1882 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 181.5826 - mean_squared_error: 181.5826 - val_loss: 3133.3516 - val_mean_squared_error: 3133.3516 Epoch 8/30 81/81 [==============================] - 4s 50ms/step - loss: 93.1017 - mean_squared_error: 93.1017 - val_loss: 732.9869 - val_mean_squared_error: 732.9869 Epoch 9/30 81/81 [==============================] - 4s 45ms/step - loss: 89.2525 - mean_squared_error: 89.2525 - val_loss: 159.5160 - val_mean_squared_error: 159.5160 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 79.0918 - mean_squared_error: 79.0918 - val_loss: 187.7770 - val_mean_squared_error: 187.7770 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 70.8818 - mean_squared_error: 70.8818 - val_loss: 74.5388 - val_mean_squared_error: 74.5388 Epoch 12/30 81/81 [==============================] - 4s 45ms/step - loss: 67.0254 - mean_squared_error: 67.0254 - val_loss: 129.7369 - val_mean_squared_error: 129.7369 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 71.9107 - mean_squared_error: 71.9107 - val_loss: 37.0528 - val_mean_squared_error: 37.0528 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 65.3564 - mean_squared_error: 65.3564 - val_loss: 41.3588 - val_mean_squared_error: 41.3588 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 68.6352 - mean_squared_error: 68.6352 - val_loss: 70.5263 - val_mean_squared_error: 70.5262 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 67.0303 - mean_squared_error: 67.0303 - val_loss: 144.6393 - val_mean_squared_error: 144.6393 Epoch 17/30 81/81 [==============================] - 4s 45ms/step - loss: 56.7565 - mean_squared_error: 56.7565 - val_loss: 121.1997 - val_mean_squared_error: 121.1997 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 61.3824 - mean_squared_error: 61.3824 - val_loss: 82.3773 - val_mean_squared_error: 82.3773 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 54.7590 - mean_squared_error: 54.7590 - val_loss: 186.1594 - val_mean_squared_error: 186.1594 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 54.4826 - mean_squared_error: 54.4826 - val_loss: 148.5612 - val_mean_squared_error: 148.5612 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 53.4273 - mean_squared_error: 53.4273 - val_loss: 260.8658 - val_mean_squared_error: 260.8658 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 51.1170 - mean_squared_error: 51.1170 - val_loss: 68.7381 - val_mean_squared_error: 68.7381 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 50.8948 - mean_squared_error: 50.8948 - val_loss: 87.5101 - val_mean_squared_error: 87.5101 Epoch 24/30 81/81 [==============================] - 3s 43ms/step - loss: 51.1437 - mean_squared_error: 51.1437 - val_loss: 115.7573 - val_mean_squared_error: 115.7573 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 53.3431 - mean_squared_error: 53.3431 - val_loss: 129.1614 - val_mean_squared_error: 129.1614 Epoch 26/30 81/81 [==============================] - 4s 43ms/step - loss: 49.8078 - mean_squared_error: 49.8078 - val_loss: 157.4621 - val_mean_squared_error: 157.4621 Epoch 27/30 81/81 [==============================] - 4s 43ms/step - loss: 48.1954 - mean_squared_error: 48.1954 - val_loss: 117.7728 - val_mean_squared_error: 117.7728 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 50.7017 - mean_squared_error: 50.7017 - val_loss: 96.3359 - val_mean_squared_error: 96.3359 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 49.0617 - mean_squared_error: 49.0617 - val_loss: 118.1600 - val_mean_squared_error: 118.1600 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 46.5781 - mean_squared_error: 46.5781 - val_loss: 70.3197 - val_mean_squared_error: 70.3197
2022-12-10 16:56:29.823084: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:30.057670: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:30.812981: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:31.626581: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:56:37.588102: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:38.327596: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:39.664640: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:41.003140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:44.002430: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:46.409630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:56:48.775491: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4522.2188 - mean_squared_error: 4522.2188
2022-12-10 16:57:28.937511: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:57:29.181355: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:57:29.964807: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:57:30.763942: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 578ms/step - loss: 4522.2188 - mean_squared_error: 4522.2188 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 2/30 81/81 [==============================] - 6s 76ms/step - loss: 2025.3035 - mean_squared_error: 2025.3035 - val_loss: 200.5813 - val_mean_squared_error: 200.5813 Epoch 3/30 81/81 [==============================] - 5s 63ms/step - loss: 860.2914 - mean_squared_error: 860.2914 - val_loss: 65.2000 - val_mean_squared_error: 65.2000 Epoch 4/30 81/81 [==============================] - 4s 54ms/step - loss: 628.7410 - mean_squared_error: 628.7410 - val_loss: 76.5365 - val_mean_squared_error: 76.5365 Epoch 5/30 81/81 [==============================] - 4s 55ms/step - loss: 442.0505 - mean_squared_error: 442.0505 - val_loss: 30.4058 - val_mean_squared_error: 30.4058 Epoch 6/30 81/81 [==============================] - 4s 50ms/step - loss: 413.4515 - mean_squared_error: 413.4515 - val_loss: 107.0737 - val_mean_squared_error: 107.0737 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 338.9536 - mean_squared_error: 338.9536 - val_loss: 434.2076 - val_mean_squared_error: 434.2076 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 95.9985 - mean_squared_error: 95.9985 - val_loss: 544.2680 - val_mean_squared_error: 544.2680 Epoch 9/30 81/81 [==============================] - 4s 49ms/step - loss: 78.5178 - mean_squared_error: 78.5178 - val_loss: 132.3555 - val_mean_squared_error: 132.3555 Epoch 10/30 81/81 [==============================] - 4s 47ms/step - loss: 73.0636 - mean_squared_error: 73.0636 - val_loss: 138.9987 - val_mean_squared_error: 138.9987 Epoch 11/30 81/81 [==============================] - 4s 50ms/step - loss: 63.7154 - mean_squared_error: 63.7154 - val_loss: 175.0791 - val_mean_squared_error: 175.0791 Epoch 12/30 81/81 [==============================] - 3s 43ms/step - loss: 70.9794 - mean_squared_error: 70.9794 - val_loss: 326.3788 - val_mean_squared_error: 326.3788 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 61.1616 - mean_squared_error: 61.1616 - val_loss: 76.9755 - val_mean_squared_error: 76.9755 Epoch 14/30 81/81 [==============================] - 4s 48ms/step - loss: 59.1222 - mean_squared_error: 59.1222 - val_loss: 214.2947 - val_mean_squared_error: 214.2947 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 56.3799 - mean_squared_error: 56.3799 - val_loss: 231.4200 - val_mean_squared_error: 231.4200 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 53.6593 - mean_squared_error: 53.6593 - val_loss: 389.3117 - val_mean_squared_error: 389.3117 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 54.8888 - mean_squared_error: 54.8888 - val_loss: 201.0159 - val_mean_squared_error: 201.0159 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 50.5416 - mean_squared_error: 50.5416 - val_loss: 291.2158 - val_mean_squared_error: 291.2158 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 49.0194 - mean_squared_error: 49.0194 - val_loss: 218.4215 - val_mean_squared_error: 218.4215 Epoch 20/30 81/81 [==============================] - 4s 44ms/step - loss: 50.2124 - mean_squared_error: 50.2124 - val_loss: 163.3930 - val_mean_squared_error: 163.3930 Epoch 21/30 81/81 [==============================] - 4s 46ms/step - loss: 46.8284 - mean_squared_error: 46.8284 - val_loss: 151.1507 - val_mean_squared_error: 151.1507 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 52.2869 - mean_squared_error: 52.2869 - val_loss: 176.8684 - val_mean_squared_error: 176.8684 Epoch 23/30 81/81 [==============================] - 3s 43ms/step - loss: 45.1982 - mean_squared_error: 45.1982 - val_loss: 310.5806 - val_mean_squared_error: 310.5806 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 48.5383 - mean_squared_error: 48.5383 - val_loss: 452.5948 - val_mean_squared_error: 452.5948 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 50.4870 - mean_squared_error: 50.4870 - val_loss: 344.7652 - val_mean_squared_error: 344.7652 Epoch 26/30 81/81 [==============================] - 3s 43ms/step - loss: 44.1756 - mean_squared_error: 44.1756 - val_loss: 352.5216 - val_mean_squared_error: 352.5216 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 46.5080 - mean_squared_error: 46.5080 - val_loss: 149.3806 - val_mean_squared_error: 149.3806 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 47.1425 - mean_squared_error: 47.1425 - val_loss: 83.8464 - val_mean_squared_error: 83.8464 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 39.3359 - mean_squared_error: 39.3359 - val_loss: 115.1940 - val_mean_squared_error: 115.1940 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 43.7361 - mean_squared_error: 43.7361 - val_loss: 157.7097 - val_mean_squared_error: 157.7097
2022-12-10 16:59:28.872934: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:29.052452: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:29.883039: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:30.724115: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
best_match_idx : 3 best_solution : [0 1 1 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 1 0 1 1 1 1 1 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 1 1 0 0 0 0 1 1 0] Selected indices : [ 1 2 3 4 6 7 12 14 15 17 22 25 28 31 33 34 35 36 37 38 41 45 49 50 58 59 60 61 62 67 68 69 72 73 78 79] Number of selected elements : 36 Best solution fitness : 0.012362301709020505 Generation: 12 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 16:59:37.869929: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:38.609445: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:39.891043: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:41.322173: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:44.392600: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:46.700016: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 16:59:49.053654: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4762.5527 - mean_squared_error: 4762.5527
2022-12-10 17:00:28.378893: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:00:28.616450: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:00:29.396898: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:00:30.212678: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 60s 569ms/step - loss: 4762.5527 - mean_squared_error: 4762.5527 - val_loss: 752.2147 - val_mean_squared_error: 752.2147 Epoch 2/30 81/81 [==============================] - 6s 73ms/step - loss: 2229.7917 - mean_squared_error: 2229.7917 - val_loss: 644.1600 - val_mean_squared_error: 644.1600 Epoch 3/30 81/81 [==============================] - 4s 54ms/step - loss: 926.1926 - mean_squared_error: 926.1926 - val_loss: 172.1261 - val_mean_squared_error: 172.1261 Epoch 4/30 81/81 [==============================] - 5s 61ms/step - loss: 186.0450 - mean_squared_error: 186.0450 - val_loss: 368.1451 - val_mean_squared_error: 368.1451 Epoch 5/30 81/81 [==============================] - 5s 61ms/step - loss: 91.4662 - mean_squared_error: 91.4662 - val_loss: 84.2257 - val_mean_squared_error: 84.2257 Epoch 6/30 81/81 [==============================] - 4s 53ms/step - loss: 81.6630 - mean_squared_error: 81.6630 - val_loss: 21.8096 - val_mean_squared_error: 21.8096 Epoch 7/30 81/81 [==============================] - 4s 50ms/step - loss: 72.1805 - mean_squared_error: 72.1805 - val_loss: 30.1781 - val_mean_squared_error: 30.1781 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 69.1301 - mean_squared_error: 69.1301 - val_loss: 187.4969 - val_mean_squared_error: 187.4969 Epoch 9/30 81/81 [==============================] - 4s 48ms/step - loss: 58.9098 - mean_squared_error: 58.9098 - val_loss: 38.5578 - val_mean_squared_error: 38.5578 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 54.5251 - mean_squared_error: 54.5251 - val_loss: 38.8155 - val_mean_squared_error: 38.8155 Epoch 11/30 81/81 [==============================] - 4s 46ms/step - loss: 48.4420 - mean_squared_error: 48.4420 - val_loss: 47.0846 - val_mean_squared_error: 47.0846 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 50.8458 - mean_squared_error: 50.8458 - val_loss: 47.2837 - val_mean_squared_error: 47.2837 Epoch 13/30 81/81 [==============================] - 4s 50ms/step - loss: 51.6925 - mean_squared_error: 51.6925 - val_loss: 26.6830 - val_mean_squared_error: 26.6830 Epoch 14/30 81/81 [==============================] - 4s 46ms/step - loss: 56.7137 - mean_squared_error: 56.7137 - val_loss: 31.0556 - val_mean_squared_error: 31.0556 Epoch 15/30 81/81 [==============================] - 4s 49ms/step - loss: 52.1880 - mean_squared_error: 52.1880 - val_loss: 88.2170 - val_mean_squared_error: 88.2170 Epoch 16/30 81/81 [==============================] - 4s 46ms/step - loss: 48.8125 - mean_squared_error: 48.8125 - val_loss: 30.6356 - val_mean_squared_error: 30.6356 Epoch 17/30 81/81 [==============================] - 4s 46ms/step - loss: 48.2931 - mean_squared_error: 48.2931 - val_loss: 43.2974 - val_mean_squared_error: 43.2974 Epoch 18/30 81/81 [==============================] - 4s 49ms/step - loss: 53.9291 - mean_squared_error: 53.9291 - val_loss: 305.6135 - val_mean_squared_error: 305.6135 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 47.4371 - mean_squared_error: 47.4371 - val_loss: 40.0440 - val_mean_squared_error: 40.0440 Epoch 20/30 81/81 [==============================] - 4s 45ms/step - loss: 43.9628 - mean_squared_error: 43.9628 - val_loss: 15.6022 - val_mean_squared_error: 15.6022 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 44.6978 - mean_squared_error: 44.6978 - val_loss: 57.8348 - val_mean_squared_error: 57.8348 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 39.0229 - mean_squared_error: 39.0229 - val_loss: 33.1714 - val_mean_squared_error: 33.1714 Epoch 23/30 81/81 [==============================] - 4s 47ms/step - loss: 43.9923 - mean_squared_error: 43.9923 - val_loss: 12.4401 - val_mean_squared_error: 12.4401 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 42.2070 - mean_squared_error: 42.2070 - val_loss: 21.2667 - val_mean_squared_error: 21.2667 Epoch 25/30 81/81 [==============================] - 4s 45ms/step - loss: 44.0098 - mean_squared_error: 44.0098 - val_loss: 85.4806 - val_mean_squared_error: 85.4806 Epoch 26/30 81/81 [==============================] - 4s 46ms/step - loss: 40.1196 - mean_squared_error: 40.1196 - val_loss: 17.5344 - val_mean_squared_error: 17.5344 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 40.6278 - mean_squared_error: 40.6278 - val_loss: 44.8213 - val_mean_squared_error: 44.8213 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 41.9404 - mean_squared_error: 41.9404 - val_loss: 54.3057 - val_mean_squared_error: 54.3057 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 42.2419 - mean_squared_error: 42.2419 - val_loss: 53.9570 - val_mean_squared_error: 53.9570 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 38.0817 - mean_squared_error: 38.0817 - val_loss: 19.6530 - val_mean_squared_error: 19.6530
2022-12-10 17:02:29.712052: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:29.901229: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:30.708912: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:31.544688: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 17:02:37.634890: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:38.267872: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:39.587437: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:41.020566: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:44.094707: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:46.433853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:02:48.756668: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4662.3755 - mean_squared_error: 4662.3755
2022-12-10 17:03:25.390254: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:03:25.560587: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:03:26.406109: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:03:27.208135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 56s 531ms/step - loss: 4662.3755 - mean_squared_error: 4662.3755 - val_loss: 419.6747 - val_mean_squared_error: 419.6747 Epoch 2/30 81/81 [==============================] - 6s 78ms/step - loss: 2193.5571 - mean_squared_error: 2193.5571 - val_loss: 947.2568 - val_mean_squared_error: 947.2568 Epoch 3/30 81/81 [==============================] - 5s 61ms/step - loss: 1211.0375 - mean_squared_error: 1211.0375 - val_loss: 201.9469 - val_mean_squared_error: 201.9469 Epoch 4/30 81/81 [==============================] - 4s 50ms/step - loss: 565.1089 - mean_squared_error: 565.1089 - val_loss: 1734.0364 - val_mean_squared_error: 1734.0364 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 113.1073 - mean_squared_error: 113.1073 - val_loss: 679.3419 - val_mean_squared_error: 679.3419 Epoch 6/30 81/81 [==============================] - 8s 95ms/step - loss: 79.9676 - mean_squared_error: 79.9676 - val_loss: 473.3546 - val_mean_squared_error: 473.3546 Epoch 7/30 81/81 [==============================] - 5s 61ms/step - loss: 78.7857 - mean_squared_error: 78.7857 - val_loss: 197.8721 - val_mean_squared_error: 197.8721 Epoch 8/30 81/81 [==============================] - 4s 46ms/step - loss: 79.5793 - mean_squared_error: 79.5793 - val_loss: 137.3883 - val_mean_squared_error: 137.3883 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 65.9673 - mean_squared_error: 65.9673 - val_loss: 147.3089 - val_mean_squared_error: 147.3089 Epoch 10/30 81/81 [==============================] - 4s 46ms/step - loss: 65.9257 - mean_squared_error: 65.9257 - val_loss: 40.9519 - val_mean_squared_error: 40.9519 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 57.0763 - mean_squared_error: 57.0763 - val_loss: 33.6451 - val_mean_squared_error: 33.6451 Epoch 12/30 81/81 [==============================] - 4s 48ms/step - loss: 54.7788 - mean_squared_error: 54.7788 - val_loss: 59.6363 - val_mean_squared_error: 59.6363 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 58.5929 - mean_squared_error: 58.5929 - val_loss: 26.8030 - val_mean_squared_error: 26.8030 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 52.6661 - mean_squared_error: 52.6661 - val_loss: 64.0538 - val_mean_squared_error: 64.0538 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 55.4664 - mean_squared_error: 55.4664 - val_loss: 42.1647 - val_mean_squared_error: 42.1647 Epoch 16/30 81/81 [==============================] - 4s 45ms/step - loss: 60.3223 - mean_squared_error: 60.3223 - val_loss: 31.8492 - val_mean_squared_error: 31.8492 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 46.9335 - mean_squared_error: 46.9335 - val_loss: 33.6660 - val_mean_squared_error: 33.6660 Epoch 18/30 81/81 [==============================] - 4s 43ms/step - loss: 49.4395 - mean_squared_error: 49.4395 - val_loss: 39.4108 - val_mean_squared_error: 39.4108 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 52.3352 - mean_squared_error: 52.3352 - val_loss: 43.3391 - val_mean_squared_error: 43.3391 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 42.5835 - mean_squared_error: 42.5835 - val_loss: 25.3417 - val_mean_squared_error: 25.3417 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 44.1341 - mean_squared_error: 44.1341 - val_loss: 36.4704 - val_mean_squared_error: 36.4704 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 47.8296 - mean_squared_error: 47.8296 - val_loss: 32.7852 - val_mean_squared_error: 32.7852 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 53.8665 - mean_squared_error: 53.8665 - val_loss: 22.9285 - val_mean_squared_error: 22.9285 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 58.5232 - mean_squared_error: 58.5232 - val_loss: 19.7126 - val_mean_squared_error: 19.7126 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 44.6202 - mean_squared_error: 44.6202 - val_loss: 17.9903 - val_mean_squared_error: 17.9903 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 54.0495 - mean_squared_error: 54.0495 - val_loss: 22.7901 - val_mean_squared_error: 22.7901 Epoch 27/30 81/81 [==============================] - 4s 43ms/step - loss: 42.2327 - mean_squared_error: 42.2327 - val_loss: 21.8283 - val_mean_squared_error: 21.8283 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 41.2791 - mean_squared_error: 41.2791 - val_loss: 32.4424 - val_mean_squared_error: 32.4424 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 42.9746 - mean_squared_error: 42.9746 - val_loss: 26.2560 - val_mean_squared_error: 26.2560 Epoch 30/30 81/81 [==============================] - 4s 43ms/step - loss: 41.2916 - mean_squared_error: 41.2916 - val_loss: 31.7923 - val_mean_squared_error: 31.7923
2022-12-10 17:05:28.685102: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:28.985320: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:29.756175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:30.582434: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.12548801 ... 0. 0. 0. ] [0.73846771 0.19041704 0.15281651 ... 0. 0. 0. ] [0.74087445 0.18030169 0.18600112 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.07933631 ... 0. 0. 0. ] [0.71099077 0.0743567 0.07306191 ... 0. 0. 0. ] [0.72482952 0.07488909 0.08951478 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 17:05:36.556097: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:37.212638: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:38.629076: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:40.014230: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:43.065370: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:45.388358: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:05:47.693004: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4719.6230 - mean_squared_error: 4719.6230
2022-12-10 17:06:24.657944: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:06:24.906298: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:06:25.693500: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:06:26.510733: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 57s 536ms/step - loss: 4719.6230 - mean_squared_error: 4719.6230 - val_loss: 296.8739 - val_mean_squared_error: 296.8739 Epoch 2/30 81/81 [==============================] - 6s 73ms/step - loss: 2592.3733 - mean_squared_error: 2592.3733 - val_loss: 247.6853 - val_mean_squared_error: 247.6853 Epoch 3/30 81/81 [==============================] - 5s 64ms/step - loss: 1514.4478 - mean_squared_error: 1514.4478 - val_loss: 441.0788 - val_mean_squared_error: 441.0788 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 1945.9364 - mean_squared_error: 1945.9364 - val_loss: 176.0956 - val_mean_squared_error: 176.0956 Epoch 5/30 81/81 [==============================] - 7s 87ms/step - loss: 927.3657 - mean_squared_error: 927.3657 - val_loss: 785.1085 - val_mean_squared_error: 785.1085 Epoch 6/30 81/81 [==============================] - 5s 64ms/step - loss: 428.9738 - mean_squared_error: 428.9738 - val_loss: 146.3313 - val_mean_squared_error: 146.3313 Epoch 7/30 81/81 [==============================] - 4s 55ms/step - loss: 326.5039 - mean_squared_error: 326.5039 - val_loss: 54.0734 - val_mean_squared_error: 54.0734 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 342.9636 - mean_squared_error: 342.9636 - val_loss: 46.1574 - val_mean_squared_error: 46.1574 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 312.0013 - mean_squared_error: 312.0013 - val_loss: 49.6894 - val_mean_squared_error: 49.6894 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 286.2919 - mean_squared_error: 286.2919 - val_loss: 106.5315 - val_mean_squared_error: 106.5315 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 283.2166 - mean_squared_error: 283.2166 - val_loss: 30.5529 - val_mean_squared_error: 30.5529 Epoch 12/30 81/81 [==============================] - 4s 43ms/step - loss: 299.4953 - mean_squared_error: 299.4953 - val_loss: 39.5454 - val_mean_squared_error: 39.5454 Epoch 13/30 81/81 [==============================] - 4s 46ms/step - loss: 265.3408 - mean_squared_error: 265.3408 - val_loss: 129.1492 - val_mean_squared_error: 129.1492 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 269.9332 - mean_squared_error: 269.9332 - val_loss: 58.0262 - val_mean_squared_error: 58.0262 Epoch 15/30 81/81 [==============================] - 4s 46ms/step - loss: 260.4114 - mean_squared_error: 260.4114 - val_loss: 45.6563 - val_mean_squared_error: 45.6563 Epoch 16/30 81/81 [==============================] - 4s 52ms/step - loss: 256.0347 - mean_squared_error: 256.0347 - val_loss: 56.5961 - val_mean_squared_error: 56.5961 Epoch 17/30 81/81 [==============================] - 4s 43ms/step - loss: 254.6080 - mean_squared_error: 254.6080 - val_loss: 37.3738 - val_mean_squared_error: 37.3738 Epoch 18/30 81/81 [==============================] - 4s 44ms/step - loss: 263.6346 - mean_squared_error: 263.6346 - val_loss: 50.2281 - val_mean_squared_error: 50.2281 Epoch 19/30 81/81 [==============================] - 4s 50ms/step - loss: 261.3976 - mean_squared_error: 261.3976 - val_loss: 36.4765 - val_mean_squared_error: 36.4765 Epoch 20/30 81/81 [==============================] - 4s 46ms/step - loss: 243.0602 - mean_squared_error: 243.0602 - val_loss: 38.1944 - val_mean_squared_error: 38.1944 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 287.8950 - mean_squared_error: 287.8950 - val_loss: 105.7757 - val_mean_squared_error: 105.7757 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 226.1161 - mean_squared_error: 226.1161 - val_loss: 45.1924 - val_mean_squared_error: 45.1924 Epoch 23/30 81/81 [==============================] - 4s 43ms/step - loss: 241.9886 - mean_squared_error: 241.9886 - val_loss: 25.7340 - val_mean_squared_error: 25.7340 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 222.6535 - mean_squared_error: 222.6535 - val_loss: 24.1197 - val_mean_squared_error: 24.1197 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 257.9977 - mean_squared_error: 257.9977 - val_loss: 26.7785 - val_mean_squared_error: 26.7785 Epoch 26/30 81/81 [==============================] - 4s 43ms/step - loss: 249.1555 - mean_squared_error: 249.1555 - val_loss: 28.8532 - val_mean_squared_error: 28.8532 Epoch 27/30 81/81 [==============================] - 4s 47ms/step - loss: 245.2634 - mean_squared_error: 245.2634 - val_loss: 22.7610 - val_mean_squared_error: 22.7610 Epoch 28/30 81/81 [==============================] - 4s 45ms/step - loss: 262.3195 - mean_squared_error: 262.3195 - val_loss: 21.6628 - val_mean_squared_error: 21.6628 Epoch 29/30 81/81 [==============================] - 4s 43ms/step - loss: 250.9947 - mean_squared_error: 250.9947 - val_loss: 20.9343 - val_mean_squared_error: 20.9343 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 261.1342 - mean_squared_error: 261.1342 - val_loss: 38.5379 - val_mean_squared_error: 38.5379
2022-12-10 17:08:28.900985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:29.123630: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:29.949849: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:30.794291: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 17:08:37.280316: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:37.911140: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:39.262590: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:40.649134: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:43.719011: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:46.074991: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:08:48.411143: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4639.2529 - mean_squared_error: 4639.2529
2022-12-10 17:09:30.153853: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:09:30.333932: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:09:31.194193: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:09:32.040527: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 61s 586ms/step - loss: 4639.2529 - mean_squared_error: 4639.2529 - val_loss: 443.1389 - val_mean_squared_error: 443.1389 Epoch 2/30 81/81 [==============================] - 7s 85ms/step - loss: 2175.1699 - mean_squared_error: 2175.1699 - val_loss: 1840.0358 - val_mean_squared_error: 1840.0358 Epoch 3/30 81/81 [==============================] - 6s 68ms/step - loss: 861.9468 - mean_squared_error: 861.9468 - val_loss: 113.2522 - val_mean_squared_error: 113.2522 Epoch 4/30 81/81 [==============================] - 4s 51ms/step - loss: 526.0240 - mean_squared_error: 526.0240 - val_loss: 18.7160 - val_mean_squared_error: 18.7160 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 381.7612 - mean_squared_error: 381.7612 - val_loss: 26.2504 - val_mean_squared_error: 26.2504 Epoch 6/30 81/81 [==============================] - 4s 49ms/step - loss: 386.1056 - mean_squared_error: 386.1056 - val_loss: 81.6385 - val_mean_squared_error: 81.6385 Epoch 7/30 81/81 [==============================] - 4s 55ms/step - loss: 331.2858 - mean_squared_error: 331.2858 - val_loss: 506.4968 - val_mean_squared_error: 506.4968 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 302.9971 - mean_squared_error: 302.9971 - val_loss: 767.3202 - val_mean_squared_error: 767.3202 Epoch 9/30 81/81 [==============================] - 4s 50ms/step - loss: 277.8629 - mean_squared_error: 277.8629 - val_loss: 548.6921 - val_mean_squared_error: 548.6921 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 132.0367 - mean_squared_error: 132.0367 - val_loss: 117.0056 - val_mean_squared_error: 117.0056 Epoch 11/30 81/81 [==============================] - 4s 47ms/step - loss: 79.3826 - mean_squared_error: 79.3826 - val_loss: 234.3965 - val_mean_squared_error: 234.3965 Epoch 12/30 81/81 [==============================] - 4s 47ms/step - loss: 68.4799 - mean_squared_error: 68.4799 - val_loss: 63.4398 - val_mean_squared_error: 63.4398 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 65.2569 - mean_squared_error: 65.2569 - val_loss: 55.7455 - val_mean_squared_error: 55.7455 Epoch 14/30 81/81 [==============================] - 4s 50ms/step - loss: 61.0556 - mean_squared_error: 61.0556 - val_loss: 57.9126 - val_mean_squared_error: 57.9126 Epoch 15/30 81/81 [==============================] - 4s 43ms/step - loss: 62.3500 - mean_squared_error: 62.3500 - val_loss: 52.2388 - val_mean_squared_error: 52.2388 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 52.4312 - mean_squared_error: 52.4312 - val_loss: 101.5962 - val_mean_squared_error: 101.5962 Epoch 17/30 81/81 [==============================] - 3s 43ms/step - loss: 46.7120 - mean_squared_error: 46.7120 - val_loss: 98.2037 - val_mean_squared_error: 98.2037 Epoch 18/30 81/81 [==============================] - 4s 45ms/step - loss: 52.8540 - mean_squared_error: 52.8540 - val_loss: 95.6751 - val_mean_squared_error: 95.6751 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 51.2328 - mean_squared_error: 51.2328 - val_loss: 72.0005 - val_mean_squared_error: 72.0005 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 48.9892 - mean_squared_error: 48.9892 - val_loss: 99.8747 - val_mean_squared_error: 99.8747 Epoch 21/30 81/81 [==============================] - 4s 44ms/step - loss: 48.8349 - mean_squared_error: 48.8349 - val_loss: 131.9789 - val_mean_squared_error: 131.9789 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 46.1896 - mean_squared_error: 46.1896 - val_loss: 132.3489 - val_mean_squared_error: 132.3489 Epoch 23/30 81/81 [==============================] - 4s 45ms/step - loss: 49.9712 - mean_squared_error: 49.9712 - val_loss: 84.1524 - val_mean_squared_error: 84.1524 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 42.1497 - mean_squared_error: 42.1497 - val_loss: 157.8286 - val_mean_squared_error: 157.8286 Epoch 25/30 81/81 [==============================] - 4s 44ms/step - loss: 45.5083 - mean_squared_error: 45.5083 - val_loss: 141.7065 - val_mean_squared_error: 141.7065 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 52.9560 - mean_squared_error: 52.9560 - val_loss: 103.0785 - val_mean_squared_error: 103.0785 Epoch 27/30 81/81 [==============================] - 4s 48ms/step - loss: 49.2735 - mean_squared_error: 49.2735 - val_loss: 122.2095 - val_mean_squared_error: 122.2095 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 36.9193 - mean_squared_error: 36.9193 - val_loss: 126.8491 - val_mean_squared_error: 126.8491 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 42.0795 - mean_squared_error: 42.0795 - val_loss: 91.2194 - val_mean_squared_error: 91.2194 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 41.3210 - mean_squared_error: 41.3210 - val_loss: 91.0827 - val_mean_squared_error: 91.0827
2022-12-10 17:11:31.053988: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:31.221889: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:32.030053: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:32.881250: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 17:11:39.727985: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:40.347537: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:41.785972: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:43.169507: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:46.315769: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:48.727175: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:11:51.152533: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4632.1177 - mean_squared_error: 4632.1177
2022-12-10 17:12:33.174766: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:12:33.428365: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:12:34.227111: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:12:35.041626: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 62s 596ms/step - loss: 4632.1177 - mean_squared_error: 4632.1177 - val_loss: 618.4243 - val_mean_squared_error: 618.4243 Epoch 2/30 81/81 [==============================] - 7s 82ms/step - loss: 1946.4006 - mean_squared_error: 1946.4006 - val_loss: 3164.6384 - val_mean_squared_error: 3164.6384 Epoch 3/30 81/81 [==============================] - 5s 68ms/step - loss: 1342.6782 - mean_squared_error: 1342.6782 - val_loss: 116.7948 - val_mean_squared_error: 116.7948 Epoch 4/30 81/81 [==============================] - 4s 46ms/step - loss: 641.1162 - mean_squared_error: 641.1162 - val_loss: 193.6879 - val_mean_squared_error: 193.6879 Epoch 5/30 81/81 [==============================] - 5s 65ms/step - loss: 435.7144 - mean_squared_error: 435.7144 - val_loss: 31.6039 - val_mean_squared_error: 31.6039 Epoch 6/30 81/81 [==============================] - 4s 46ms/step - loss: 201.8198 - mean_squared_error: 201.8198 - val_loss: 1777.4000 - val_mean_squared_error: 1777.4000 Epoch 7/30 81/81 [==============================] - 4s 53ms/step - loss: 100.9048 - mean_squared_error: 100.9048 - val_loss: 307.2971 - val_mean_squared_error: 307.2971 Epoch 8/30 81/81 [==============================] - 4s 49ms/step - loss: 85.3507 - mean_squared_error: 85.3507 - val_loss: 47.3661 - val_mean_squared_error: 47.3661 Epoch 9/30 81/81 [==============================] - 4s 44ms/step - loss: 71.5805 - mean_squared_error: 71.5805 - val_loss: 45.6914 - val_mean_squared_error: 45.6914 Epoch 10/30 81/81 [==============================] - 4s 45ms/step - loss: 73.0945 - mean_squared_error: 73.0945 - val_loss: 13.7251 - val_mean_squared_error: 13.7251 Epoch 11/30 81/81 [==============================] - 3s 43ms/step - loss: 64.8819 - mean_squared_error: 64.8819 - val_loss: 16.3985 - val_mean_squared_error: 16.3985 Epoch 12/30 81/81 [==============================] - 3s 43ms/step - loss: 59.0851 - mean_squared_error: 59.0851 - val_loss: 35.3306 - val_mean_squared_error: 35.3306 Epoch 13/30 81/81 [==============================] - 4s 45ms/step - loss: 61.8448 - mean_squared_error: 61.8448 - val_loss: 43.4016 - val_mean_squared_error: 43.4016 Epoch 14/30 81/81 [==============================] - 4s 44ms/step - loss: 53.9023 - mean_squared_error: 53.9023 - val_loss: 11.3879 - val_mean_squared_error: 11.3879 Epoch 15/30 81/81 [==============================] - 4s 48ms/step - loss: 47.6756 - mean_squared_error: 47.6756 - val_loss: 162.9193 - val_mean_squared_error: 162.9193 Epoch 16/30 81/81 [==============================] - 4s 47ms/step - loss: 49.4417 - mean_squared_error: 49.4417 - val_loss: 22.7382 - val_mean_squared_error: 22.7382 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 47.3658 - mean_squared_error: 47.3658 - val_loss: 12.9737 - val_mean_squared_error: 12.9737 Epoch 18/30 81/81 [==============================] - 4s 43ms/step - loss: 49.3630 - mean_squared_error: 49.3630 - val_loss: 53.0539 - val_mean_squared_error: 53.0539 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 51.2236 - mean_squared_error: 51.2236 - val_loss: 33.8950 - val_mean_squared_error: 33.8950 Epoch 20/30 81/81 [==============================] - 3s 43ms/step - loss: 48.4762 - mean_squared_error: 48.4762 - val_loss: 54.4497 - val_mean_squared_error: 54.4497 Epoch 21/30 81/81 [==============================] - 4s 43ms/step - loss: 42.8682 - mean_squared_error: 42.8682 - val_loss: 12.1008 - val_mean_squared_error: 12.1008 Epoch 22/30 81/81 [==============================] - 4s 44ms/step - loss: 51.1527 - mean_squared_error: 51.1527 - val_loss: 92.9573 - val_mean_squared_error: 92.9573 Epoch 23/30 81/81 [==============================] - 4s 43ms/step - loss: 47.6757 - mean_squared_error: 47.6757 - val_loss: 136.8392 - val_mean_squared_error: 136.8392 Epoch 24/30 81/81 [==============================] - 4s 45ms/step - loss: 46.6246 - mean_squared_error: 46.6246 - val_loss: 32.6496 - val_mean_squared_error: 32.6496 Epoch 25/30 81/81 [==============================] - 3s 42ms/step - loss: 42.3585 - mean_squared_error: 42.3585 - val_loss: 15.0384 - val_mean_squared_error: 15.0384 Epoch 26/30 81/81 [==============================] - 4s 47ms/step - loss: 42.5028 - mean_squared_error: 42.5028 - val_loss: 115.5037 - val_mean_squared_error: 115.5037 Epoch 27/30 81/81 [==============================] - 4s 44ms/step - loss: 44.4162 - mean_squared_error: 44.4162 - val_loss: 27.8414 - val_mean_squared_error: 27.8414 Epoch 28/30 81/81 [==============================] - 3s 43ms/step - loss: 42.6300 - mean_squared_error: 42.6300 - val_loss: 269.2949 - val_mean_squared_error: 269.2949 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 41.3017 - mean_squared_error: 41.3017 - val_loss: 12.4538 - val_mean_squared_error: 12.4538 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 43.0099 - mean_squared_error: 43.0099 - val_loss: 15.5651 - val_mean_squared_error: 15.5651
2022-12-10 17:14:32.305529: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:32.487294: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:33.311338: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:34.159554: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
Best Result: 0.032750242730620806 [[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 17:14:41.115471: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:41.759732: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:43.245215: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:44.667380: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:47.940269: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:50.389194: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:14:52.919605: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4848.5835 - mean_squared_error: 4848.5835
2022-12-10 17:15:34.749185: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:15:34.950325: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:15:35.787231: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:15:36.633227: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 64s 601ms/step - loss: 4848.5835 - mean_squared_error: 4848.5835 - val_loss: 2849.5835 - val_mean_squared_error: 2849.5835 Epoch 2/30 81/81 [==============================] - 7s 81ms/step - loss: 1935.1556 - mean_squared_error: 1935.1556 - val_loss: 131.2108 - val_mean_squared_error: 131.2108 Epoch 3/30 81/81 [==============================] - 4s 54ms/step - loss: 1286.1984 - mean_squared_error: 1286.1984 - val_loss: 488.3039 - val_mean_squared_error: 488.3039 Epoch 4/30 81/81 [==============================] - 5s 61ms/step - loss: 500.5541 - mean_squared_error: 500.5541 - val_loss: 429.7449 - val_mean_squared_error: 429.7449 Epoch 5/30 81/81 [==============================] - 4s 53ms/step - loss: 399.3945 - mean_squared_error: 399.3945 - val_loss: 27.0505 - val_mean_squared_error: 27.0505 Epoch 6/30 81/81 [==============================] - 4s 51ms/step - loss: 351.1011 - mean_squared_error: 351.1011 - val_loss: 41.4046 - val_mean_squared_error: 41.4046 Epoch 7/30 81/81 [==============================] - 4s 46ms/step - loss: 363.6548 - mean_squared_error: 363.6548 - val_loss: 185.9072 - val_mean_squared_error: 185.9072 Epoch 8/30 81/81 [==============================] - 4s 48ms/step - loss: 335.6115 - mean_squared_error: 335.6115 - val_loss: 98.1213 - val_mean_squared_error: 98.1213 Epoch 9/30 81/81 [==============================] - 4s 52ms/step - loss: 288.1283 - mean_squared_error: 288.1283 - val_loss: 102.9363 - val_mean_squared_error: 102.9363 Epoch 10/30 81/81 [==============================] - 4s 50ms/step - loss: 296.2940 - mean_squared_error: 296.2940 - val_loss: 75.7621 - val_mean_squared_error: 75.7621 Epoch 11/30 81/81 [==============================] - 4s 48ms/step - loss: 288.0370 - mean_squared_error: 288.0370 - val_loss: 80.1091 - val_mean_squared_error: 80.1091 Epoch 12/30 81/81 [==============================] - 4s 53ms/step - loss: 266.2814 - mean_squared_error: 266.2814 - val_loss: 26.3106 - val_mean_squared_error: 26.3106 Epoch 13/30 81/81 [==============================] - 4s 47ms/step - loss: 275.2672 - mean_squared_error: 275.2672 - val_loss: 14.8430 - val_mean_squared_error: 14.8430 Epoch 14/30 81/81 [==============================] - 4s 45ms/step - loss: 291.1006 - mean_squared_error: 291.1006 - val_loss: 15.5657 - val_mean_squared_error: 15.5657 Epoch 15/30 81/81 [==============================] - 4s 47ms/step - loss: 235.5326 - mean_squared_error: 235.5326 - val_loss: 17.2970 - val_mean_squared_error: 17.2970 Epoch 16/30 81/81 [==============================] - 4s 49ms/step - loss: 215.6768 - mean_squared_error: 215.6768 - val_loss: 38.5275 - val_mean_squared_error: 38.5275 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 277.6510 - mean_squared_error: 277.6510 - val_loss: 72.4938 - val_mean_squared_error: 72.4938 Epoch 18/30 81/81 [==============================] - 4s 46ms/step - loss: 250.0822 - mean_squared_error: 250.0822 - val_loss: 33.0261 - val_mean_squared_error: 33.0261 Epoch 19/30 81/81 [==============================] - 4s 45ms/step - loss: 358.7325 - mean_squared_error: 358.7325 - val_loss: 2150.1411 - val_mean_squared_error: 2150.1411 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 100.8589 - mean_squared_error: 100.8589 - val_loss: 56.6108 - val_mean_squared_error: 56.6108 Epoch 21/30 81/81 [==============================] - 3s 43ms/step - loss: 69.9558 - mean_squared_error: 69.9558 - val_loss: 41.8329 - val_mean_squared_error: 41.8329 Epoch 22/30 81/81 [==============================] - 4s 45ms/step - loss: 58.6071 - mean_squared_error: 58.6071 - val_loss: 176.2689 - val_mean_squared_error: 176.2689 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 53.3065 - mean_squared_error: 53.3065 - val_loss: 93.6024 - val_mean_squared_error: 93.6024 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 56.3857 - mean_squared_error: 56.3857 - val_loss: 110.3094 - val_mean_squared_error: 110.3094 Epoch 25/30 81/81 [==============================] - 4s 43ms/step - loss: 49.6065 - mean_squared_error: 49.6065 - val_loss: 14.1828 - val_mean_squared_error: 14.1828 Epoch 26/30 81/81 [==============================] - 4s 43ms/step - loss: 44.8496 - mean_squared_error: 44.8496 - val_loss: 132.0278 - val_mean_squared_error: 132.0278 Epoch 27/30 81/81 [==============================] - 4s 46ms/step - loss: 50.0077 - mean_squared_error: 50.0077 - val_loss: 185.8919 - val_mean_squared_error: 185.8919 Epoch 28/30 81/81 [==============================] - 4s 44ms/step - loss: 38.7674 - mean_squared_error: 38.7674 - val_loss: 163.5139 - val_mean_squared_error: 163.5139 Epoch 29/30 81/81 [==============================] - 4s 44ms/step - loss: 40.9322 - mean_squared_error: 40.9322 - val_loss: 181.7755 - val_mean_squared_error: 181.7755 Epoch 30/30 81/81 [==============================] - 4s 44ms/step - loss: 48.1025 - mean_squared_error: 48.1025 - val_loss: 104.0475 - val_mean_squared_error: 104.0475
2022-12-10 17:17:36.588046: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:36.902308: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:37.695189: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:38.546204: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 17:17:44.742851: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:45.355050: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:46.764779: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:48.192179: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:51.410818: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:53.929135: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:17:56.351087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4746.0146 - mean_squared_error: 4746.0146
2022-12-10 17:18:38.607192: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:18:38.871509: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:18:39.709218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:18:40.576776: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 62s 603ms/step - loss: 4746.0146 - mean_squared_error: 4746.0146 - val_loss: 511.1316 - val_mean_squared_error: 511.1316 Epoch 2/30 81/81 [==============================] - 7s 83ms/step - loss: 2176.2527 - mean_squared_error: 2176.2527 - val_loss: 41.8188 - val_mean_squared_error: 41.8188 Epoch 3/30 81/81 [==============================] - 6s 69ms/step - loss: 1453.1534 - mean_squared_error: 1453.1534 - val_loss: 355.3902 - val_mean_squared_error: 355.3902 Epoch 4/30 81/81 [==============================] - 5s 58ms/step - loss: 971.2407 - mean_squared_error: 971.2407 - val_loss: 985.6503 - val_mean_squared_error: 985.6502 Epoch 5/30 81/81 [==============================] - 4s 51ms/step - loss: 690.9958 - mean_squared_error: 690.9958 - val_loss: 1203.0183 - val_mean_squared_error: 1203.0183 Epoch 6/30 81/81 [==============================] - 4s 48ms/step - loss: 243.5317 - mean_squared_error: 243.5317 - val_loss: 51.4743 - val_mean_squared_error: 51.4743 Epoch 7/30 81/81 [==============================] - 4s 48ms/step - loss: 86.0532 - mean_squared_error: 86.0532 - val_loss: 26.5060 - val_mean_squared_error: 26.5060 Epoch 8/30 81/81 [==============================] - 4s 51ms/step - loss: 73.2849 - mean_squared_error: 73.2849 - val_loss: 33.6717 - val_mean_squared_error: 33.6717 Epoch 9/30 81/81 [==============================] - 4s 51ms/step - loss: 67.1230 - mean_squared_error: 67.1230 - val_loss: 30.7331 - val_mean_squared_error: 30.7331 Epoch 10/30 81/81 [==============================] - 4s 49ms/step - loss: 65.6091 - mean_squared_error: 65.6091 - val_loss: 27.7445 - val_mean_squared_error: 27.7445 Epoch 11/30 81/81 [==============================] - 4s 45ms/step - loss: 60.9101 - mean_squared_error: 60.9101 - val_loss: 35.5747 - val_mean_squared_error: 35.5747 Epoch 12/30 81/81 [==============================] - 4s 44ms/step - loss: 62.0357 - mean_squared_error: 62.0357 - val_loss: 20.4962 - val_mean_squared_error: 20.4962 Epoch 13/30 81/81 [==============================] - 4s 44ms/step - loss: 57.2227 - mean_squared_error: 57.2227 - val_loss: 21.3721 - val_mean_squared_error: 21.3721 Epoch 14/30 81/81 [==============================] - 3s 43ms/step - loss: 61.3654 - mean_squared_error: 61.3654 - val_loss: 23.1663 - val_mean_squared_error: 23.1663 Epoch 15/30 81/81 [==============================] - 4s 44ms/step - loss: 52.8718 - mean_squared_error: 52.8718 - val_loss: 20.2475 - val_mean_squared_error: 20.2475 Epoch 16/30 81/81 [==============================] - 4s 44ms/step - loss: 55.4444 - mean_squared_error: 55.4444 - val_loss: 29.2672 - val_mean_squared_error: 29.2672 Epoch 17/30 81/81 [==============================] - 4s 44ms/step - loss: 46.8829 - mean_squared_error: 46.8829 - val_loss: 21.4267 - val_mean_squared_error: 21.4267 Epoch 18/30 81/81 [==============================] - 3s 43ms/step - loss: 54.6649 - mean_squared_error: 54.6649 - val_loss: 23.8524 - val_mean_squared_error: 23.8524 Epoch 19/30 81/81 [==============================] - 4s 44ms/step - loss: 49.7097 - mean_squared_error: 49.7097 - val_loss: 70.6706 - val_mean_squared_error: 70.6706 Epoch 20/30 81/81 [==============================] - 4s 43ms/step - loss: 43.3907 - mean_squared_error: 43.3907 - val_loss: 36.5149 - val_mean_squared_error: 36.5149 Epoch 21/30 81/81 [==============================] - 4s 50ms/step - loss: 49.2043 - mean_squared_error: 49.2043 - val_loss: 58.5975 - val_mean_squared_error: 58.5975 Epoch 22/30 81/81 [==============================] - 3s 42ms/step - loss: 49.7774 - mean_squared_error: 49.7774 - val_loss: 12.0968 - val_mean_squared_error: 12.0968 Epoch 23/30 81/81 [==============================] - 4s 46ms/step - loss: 49.2417 - mean_squared_error: 49.2417 - val_loss: 26.0721 - val_mean_squared_error: 26.0721 Epoch 24/30 81/81 [==============================] - 4s 44ms/step - loss: 44.9804 - mean_squared_error: 44.9804 - val_loss: 42.5893 - val_mean_squared_error: 42.5893 Epoch 25/30 81/81 [==============================] - 3s 43ms/step - loss: 50.7374 - mean_squared_error: 50.7374 - val_loss: 36.1525 - val_mean_squared_error: 36.1525 Epoch 26/30 81/81 [==============================] - 4s 44ms/step - loss: 44.2938 - mean_squared_error: 44.2938 - val_loss: 15.4822 - val_mean_squared_error: 15.4822 Epoch 27/30 81/81 [==============================] - 3s 43ms/step - loss: 41.8307 - mean_squared_error: 41.8307 - val_loss: 11.8447 - val_mean_squared_error: 11.8447 Epoch 28/30 81/81 [==============================] - 4s 43ms/step - loss: 45.4536 - mean_squared_error: 45.4536 - val_loss: 18.3709 - val_mean_squared_error: 18.3709 Epoch 29/30 81/81 [==============================] - 3s 43ms/step - loss: 41.8070 - mean_squared_error: 41.8070 - val_loss: 35.4933 - val_mean_squared_error: 35.4933 Epoch 30/30 81/81 [==============================] - 4s 45ms/step - loss: 40.4125 - mean_squared_error: 40.4125 - val_loss: 26.7455 - val_mean_squared_error: 26.7455
2022-12-10 17:20:38.797008: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:20:39.029435: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:20:39.805342: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:20:40.673761: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[[0.74288006 0.18225377 0.60500742 ... 0. 0. 0. ] [0.73846771 0.19041704 0.60709947 ... 0. 0. 0. ] [0.74087445 0.18030169 0.61047375 ... 0. 0. 0. ] ... [0.68351384 0.07808341 0.64428398 ... 0. 0. 0. ] [0.71099077 0.0743567 0.6460386 ... 0. 0. 0. ] [0.72482952 0.07488909 0.66290997 ... 0. 0. 0. ]] (2577, 36) (286, 36) Epoch 1/30
2022-12-10 17:20:47.346649: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
[1, 2, 3, 4, 6, 7, 12, 14, 15, 17, 22, 25, 28, 31, 33, 34, 35, 36, 37, 38, 41, 45, 49, 50, 58, 59, 60, 61, 62, 67, 68, 69, 72, 73, 78, 79]
reduced_data_inputs1 = data_inputs[:, [1, 2, 3, 4, 6, 7, 12, 14, 15, 17, 22, 25, 28, 31, 33, 34, 35, 36, 37, 38, 41, 45, 49, 50,
58, 59, 60, 61, 62, 67, 68, 69, 72, 73, 78, 79]]
train_data_ga_ann_f = reduced_data_inputs1[train_indices, :]
test_data_ga_ann_f = reduced_data_inputs1[test_indices, :]
y_train_ann = data_outputs[train_indices]
y_test_ann = data_outputs[test_indices]
model_lstm = Sequential()
model_lstm.add(LSTM(128, input_shape= (X_train.shape[1],1), return_sequences=True))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization()) #normalizes activation outputs, same reason you want to normalize your input data.
model_lstm.add(LSTM(128, return_sequences=True))
model_lstm.add(Dropout(0.1))
model_lstm.add(BatchNormalization())
model_lstm.add(LSTM(128))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization())
model_lstm.add(Dense(32, activation='relu'))
model_lstm.add(Dropout(0.2))
model_lstm.add(Dense(1, activation='relu'))
opt = tf.keras.optimizers.Adam(lr=0.001, decay=1e-6)
model_lstm.compile(optimizer=opt, loss='mean_squared_error', metrics='mean_squared_error')
history_lstm = model_lstm.fit(X_train, y_train, epochs = 100, validation_data = [X_test, y_test])
2022-12-10 17:33:08.133598: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:305] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support. 2022-12-10 17:33:08.133995: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:271] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: <undefined>)
Metal device set to: Apple M1 Pro
2022-12-10 17:33:08.481782: W tensorflow/core/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz
Epoch 1/100
2022-12-10 17:33:09.405663: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:09.811279: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:10.091436: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:10.210101: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:10.424218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:10.708692: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
1/81 [..............................] - ETA: 3:30 - loss: 5699.7642 - mean_squared_error: 5699.7642
2022-12-10 17:33:10.925137: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4522.9033 - mean_squared_error: 4522.9033
2022-12-10 17:33:16.782585: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:16.909764: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:17.008896: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:33:17.114728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 9s 82ms/step - loss: 4522.9033 - mean_squared_error: 4522.9033 - val_loss: 2601.5344 - val_mean_squared_error: 2601.5344 Epoch 2/100 81/81 [==============================] - 5s 61ms/step - loss: 1987.4360 - mean_squared_error: 1987.4360 - val_loss: 2557.0552 - val_mean_squared_error: 2557.0552 Epoch 3/100 81/81 [==============================] - 5s 62ms/step - loss: 555.0073 - mean_squared_error: 555.0073 - val_loss: 1976.2987 - val_mean_squared_error: 1976.2987 Epoch 4/100 81/81 [==============================] - 5s 62ms/step - loss: 143.4627 - mean_squared_error: 143.4627 - val_loss: 1591.7965 - val_mean_squared_error: 1591.7965 Epoch 5/100 81/81 [==============================] - 5s 62ms/step - loss: 97.0586 - mean_squared_error: 97.0586 - val_loss: 1016.9556 - val_mean_squared_error: 1016.9556 Epoch 6/100 81/81 [==============================] - 5s 62ms/step - loss: 74.3813 - mean_squared_error: 74.3813 - val_loss: 547.1500 - val_mean_squared_error: 547.1500 Epoch 7/100 81/81 [==============================] - 5s 62ms/step - loss: 63.6429 - mean_squared_error: 63.6429 - val_loss: 820.0898 - val_mean_squared_error: 820.0898 Epoch 8/100 81/81 [==============================] - 5s 62ms/step - loss: 82.5693 - mean_squared_error: 82.5693 - val_loss: 340.4031 - val_mean_squared_error: 340.4031 Epoch 9/100 81/81 [==============================] - 5s 62ms/step - loss: 56.4685 - mean_squared_error: 56.4685 - val_loss: 456.5211 - val_mean_squared_error: 456.5211 Epoch 10/100 81/81 [==============================] - 5s 64ms/step - loss: 55.4697 - mean_squared_error: 55.4697 - val_loss: 476.0818 - val_mean_squared_error: 476.0818 Epoch 11/100 81/81 [==============================] - 5s 64ms/step - loss: 49.3165 - mean_squared_error: 49.3165 - val_loss: 465.6936 - val_mean_squared_error: 465.6936 Epoch 12/100 81/81 [==============================] - 5s 65ms/step - loss: 48.8402 - mean_squared_error: 48.8402 - val_loss: 214.9186 - val_mean_squared_error: 214.9186 Epoch 13/100 81/81 [==============================] - 5s 64ms/step - loss: 51.4876 - mean_squared_error: 51.4876 - val_loss: 345.3933 - val_mean_squared_error: 345.3933 Epoch 14/100 81/81 [==============================] - 5s 63ms/step - loss: 56.1113 - mean_squared_error: 56.1113 - val_loss: 123.8209 - val_mean_squared_error: 123.8209 Epoch 15/100 81/81 [==============================] - 5s 65ms/step - loss: 50.8022 - mean_squared_error: 50.8022 - val_loss: 37.4062 - val_mean_squared_error: 37.4062 Epoch 16/100 81/81 [==============================] - 5s 64ms/step - loss: 40.9378 - mean_squared_error: 40.9378 - val_loss: 235.5872 - val_mean_squared_error: 235.5872 Epoch 17/100 81/81 [==============================] - 5s 64ms/step - loss: 46.0199 - mean_squared_error: 46.0199 - val_loss: 229.9056 - val_mean_squared_error: 229.9056 Epoch 18/100 81/81 [==============================] - 5s 63ms/step - loss: 37.4917 - mean_squared_error: 37.4917 - val_loss: 517.0174 - val_mean_squared_error: 517.0174 Epoch 19/100 81/81 [==============================] - 5s 64ms/step - loss: 37.4263 - mean_squared_error: 37.4263 - val_loss: 529.3101 - val_mean_squared_error: 529.3101 Epoch 20/100 81/81 [==============================] - 5s 65ms/step - loss: 37.6654 - mean_squared_error: 37.6654 - val_loss: 128.6450 - val_mean_squared_error: 128.6450 Epoch 21/100 81/81 [==============================] - 5s 66ms/step - loss: 36.2736 - mean_squared_error: 36.2736 - val_loss: 343.9818 - val_mean_squared_error: 343.9818 Epoch 22/100 81/81 [==============================] - 5s 66ms/step - loss: 33.4098 - mean_squared_error: 33.4098 - val_loss: 246.2173 - val_mean_squared_error: 246.2173 Epoch 23/100 81/81 [==============================] - 5s 65ms/step - loss: 33.5554 - mean_squared_error: 33.5554 - val_loss: 251.4927 - val_mean_squared_error: 251.4927 Epoch 24/100 81/81 [==============================] - 5s 64ms/step - loss: 32.5110 - mean_squared_error: 32.5110 - val_loss: 123.1326 - val_mean_squared_error: 123.1326 Epoch 25/100 81/81 [==============================] - 5s 64ms/step - loss: 35.3434 - mean_squared_error: 35.3434 - val_loss: 424.6902 - val_mean_squared_error: 424.6902 Epoch 26/100 81/81 [==============================] - 5s 65ms/step - loss: 35.1958 - mean_squared_error: 35.1958 - val_loss: 201.4658 - val_mean_squared_error: 201.4658 Epoch 27/100 81/81 [==============================] - 5s 64ms/step - loss: 32.8944 - mean_squared_error: 32.8944 - val_loss: 59.8623 - val_mean_squared_error: 59.8623 Epoch 28/100 81/81 [==============================] - 5s 65ms/step - loss: 33.7596 - mean_squared_error: 33.7596 - val_loss: 156.6700 - val_mean_squared_error: 156.6700 Epoch 29/100 81/81 [==============================] - 5s 63ms/step - loss: 41.3333 - mean_squared_error: 41.3333 - val_loss: 40.6560 - val_mean_squared_error: 40.6560 Epoch 30/100 81/81 [==============================] - 5s 64ms/step - loss: 26.8320 - mean_squared_error: 26.8320 - val_loss: 431.3963 - val_mean_squared_error: 431.3963 Epoch 31/100 81/81 [==============================] - 5s 65ms/step - loss: 43.5702 - mean_squared_error: 43.5702 - val_loss: 52.5264 - val_mean_squared_error: 52.5264 Epoch 32/100 81/81 [==============================] - 5s 66ms/step - loss: 30.8763 - mean_squared_error: 30.8763 - val_loss: 67.0091 - val_mean_squared_error: 67.0091 Epoch 33/100 81/81 [==============================] - 5s 66ms/step - loss: 31.7585 - mean_squared_error: 31.7585 - val_loss: 211.8969 - val_mean_squared_error: 211.8969 Epoch 34/100 81/81 [==============================] - 5s 66ms/step - loss: 32.0688 - mean_squared_error: 32.0688 - val_loss: 431.5067 - val_mean_squared_error: 431.5067 Epoch 35/100 81/81 [==============================] - 5s 67ms/step - loss: 27.7793 - mean_squared_error: 27.7793 - val_loss: 144.9303 - val_mean_squared_error: 144.9303 Epoch 36/100 81/81 [==============================] - 5s 65ms/step - loss: 29.8616 - mean_squared_error: 29.8616 - val_loss: 323.2311 - val_mean_squared_error: 323.2311 Epoch 37/100 81/81 [==============================] - 5s 65ms/step - loss: 29.4070 - mean_squared_error: 29.4070 - val_loss: 107.4282 - val_mean_squared_error: 107.4282 Epoch 38/100 81/81 [==============================] - 5s 65ms/step - loss: 27.3842 - mean_squared_error: 27.3842 - val_loss: 23.1213 - val_mean_squared_error: 23.1213 Epoch 39/100 81/81 [==============================] - 5s 65ms/step - loss: 32.7820 - mean_squared_error: 32.7820 - val_loss: 35.9743 - val_mean_squared_error: 35.9743 Epoch 40/100 81/81 [==============================] - 5s 66ms/step - loss: 23.3656 - mean_squared_error: 23.3656 - val_loss: 119.1868 - val_mean_squared_error: 119.1868 Epoch 41/100 81/81 [==============================] - 5s 65ms/step - loss: 51.8182 - mean_squared_error: 51.8182 - val_loss: 47.6383 - val_mean_squared_error: 47.6383 Epoch 42/100 81/81 [==============================] - 5s 65ms/step - loss: 36.7329 - mean_squared_error: 36.7329 - val_loss: 371.7837 - val_mean_squared_error: 371.7837 Epoch 43/100 81/81 [==============================] - 5s 64ms/step - loss: 28.8648 - mean_squared_error: 28.8648 - val_loss: 337.8975 - val_mean_squared_error: 337.8975 Epoch 44/100 81/81 [==============================] - 5s 65ms/step - loss: 27.5720 - mean_squared_error: 27.5720 - val_loss: 997.7277 - val_mean_squared_error: 997.7277 Epoch 45/100 81/81 [==============================] - 5s 65ms/step - loss: 25.0224 - mean_squared_error: 25.0224 - val_loss: 292.9283 - val_mean_squared_error: 292.9283 Epoch 46/100 81/81 [==============================] - 5s 65ms/step - loss: 24.3668 - mean_squared_error: 24.3668 - val_loss: 200.2119 - val_mean_squared_error: 200.2119 Epoch 47/100 81/81 [==============================] - 5s 65ms/step - loss: 22.8118 - mean_squared_error: 22.8118 - val_loss: 270.6850 - val_mean_squared_error: 270.6850 Epoch 48/100 81/81 [==============================] - 5s 65ms/step - loss: 23.0620 - mean_squared_error: 23.0620 - val_loss: 66.5645 - val_mean_squared_error: 66.5645 Epoch 49/100 81/81 [==============================] - 5s 66ms/step - loss: 22.0283 - mean_squared_error: 22.0283 - val_loss: 177.9130 - val_mean_squared_error: 177.9130 Epoch 50/100 81/81 [==============================] - 5s 65ms/step - loss: 24.1213 - mean_squared_error: 24.1213 - val_loss: 44.8422 - val_mean_squared_error: 44.8422 Epoch 51/100 81/81 [==============================] - 5s 64ms/step - loss: 26.2883 - mean_squared_error: 26.2883 - val_loss: 68.2217 - val_mean_squared_error: 68.2217 Epoch 52/100 81/81 [==============================] - 5s 65ms/step - loss: 20.6541 - mean_squared_error: 20.6541 - val_loss: 92.9119 - val_mean_squared_error: 92.9119 Epoch 53/100 81/81 [==============================] - 5s 64ms/step - loss: 19.4611 - mean_squared_error: 19.4611 - val_loss: 73.2735 - val_mean_squared_error: 73.2735 Epoch 54/100 81/81 [==============================] - 5s 65ms/step - loss: 20.0033 - mean_squared_error: 20.0033 - val_loss: 39.4270 - val_mean_squared_error: 39.4270 Epoch 55/100 81/81 [==============================] - 5s 65ms/step - loss: 18.9538 - mean_squared_error: 18.9538 - val_loss: 106.9972 - val_mean_squared_error: 106.9972 Epoch 56/100 81/81 [==============================] - 5s 65ms/step - loss: 20.6401 - mean_squared_error: 20.6401 - val_loss: 83.2301 - val_mean_squared_error: 83.2301 Epoch 57/100 81/81 [==============================] - 5s 64ms/step - loss: 22.0079 - mean_squared_error: 22.0079 - val_loss: 16.7783 - val_mean_squared_error: 16.7783 Epoch 58/100 81/81 [==============================] - 5s 65ms/step - loss: 18.0890 - mean_squared_error: 18.0890 - val_loss: 17.3304 - val_mean_squared_error: 17.3304 Epoch 59/100 81/81 [==============================] - 5s 65ms/step - loss: 20.6884 - mean_squared_error: 20.6884 - val_loss: 20.6213 - val_mean_squared_error: 20.6213 Epoch 60/100 81/81 [==============================] - 5s 65ms/step - loss: 18.2414 - mean_squared_error: 18.2414 - val_loss: 25.8314 - val_mean_squared_error: 25.8314 Epoch 61/100 81/81 [==============================] - 5s 65ms/step - loss: 18.0224 - mean_squared_error: 18.0224 - val_loss: 51.5101 - val_mean_squared_error: 51.5101 Epoch 62/100 81/81 [==============================] - 5s 66ms/step - loss: 17.1940 - mean_squared_error: 17.1940 - val_loss: 91.6027 - val_mean_squared_error: 91.6027 Epoch 63/100 81/81 [==============================] - 5s 65ms/step - loss: 19.4903 - mean_squared_error: 19.4903 - val_loss: 113.7526 - val_mean_squared_error: 113.7526 Epoch 64/100 81/81 [==============================] - 5s 65ms/step - loss: 17.7891 - mean_squared_error: 17.7891 - val_loss: 69.2880 - val_mean_squared_error: 69.2880 Epoch 65/100 81/81 [==============================] - 5s 65ms/step - loss: 17.6011 - mean_squared_error: 17.6011 - val_loss: 40.1573 - val_mean_squared_error: 40.1573 Epoch 66/100 81/81 [==============================] - 5s 65ms/step - loss: 16.7599 - mean_squared_error: 16.7599 - val_loss: 19.2697 - val_mean_squared_error: 19.2697 Epoch 67/100 81/81 [==============================] - 5s 65ms/step - loss: 16.7823 - mean_squared_error: 16.7823 - val_loss: 104.2594 - val_mean_squared_error: 104.2594 Epoch 68/100 81/81 [==============================] - 5s 65ms/step - loss: 16.0880 - mean_squared_error: 16.0880 - val_loss: 154.9836 - val_mean_squared_error: 154.9836 Epoch 69/100 81/81 [==============================] - 5s 65ms/step - loss: 18.1699 - mean_squared_error: 18.1699 - val_loss: 55.1115 - val_mean_squared_error: 55.1115 Epoch 70/100 81/81 [==============================] - 5s 66ms/step - loss: 17.9095 - mean_squared_error: 17.9095 - val_loss: 146.3438 - val_mean_squared_error: 146.3438 Epoch 71/100 81/81 [==============================] - 5s 65ms/step - loss: 20.4260 - mean_squared_error: 20.4260 - val_loss: 31.6194 - val_mean_squared_error: 31.6194 Epoch 72/100 81/81 [==============================] - 5s 66ms/step - loss: 17.4267 - mean_squared_error: 17.4267 - val_loss: 40.5962 - val_mean_squared_error: 40.5962 Epoch 73/100 81/81 [==============================] - 5s 66ms/step - loss: 16.4030 - mean_squared_error: 16.4030 - val_loss: 42.2971 - val_mean_squared_error: 42.2971 Epoch 74/100 81/81 [==============================] - 5s 66ms/step - loss: 17.4273 - mean_squared_error: 17.4273 - val_loss: 48.7428 - val_mean_squared_error: 48.7428 Epoch 75/100 81/81 [==============================] - 5s 66ms/step - loss: 16.6753 - mean_squared_error: 16.6753 - val_loss: 100.0497 - val_mean_squared_error: 100.0497 Epoch 76/100 81/81 [==============================] - 5s 66ms/step - loss: 16.8725 - mean_squared_error: 16.8725 - val_loss: 108.2646 - val_mean_squared_error: 108.2646 Epoch 77/100 81/81 [==============================] - 5s 66ms/step - loss: 17.1410 - mean_squared_error: 17.1410 - val_loss: 87.6227 - val_mean_squared_error: 87.6227 Epoch 78/100 81/81 [==============================] - 5s 65ms/step - loss: 17.3236 - mean_squared_error: 17.3236 - val_loss: 31.5636 - val_mean_squared_error: 31.5636 Epoch 79/100 81/81 [==============================] - 5s 65ms/step - loss: 18.2951 - mean_squared_error: 18.2951 - val_loss: 18.3175 - val_mean_squared_error: 18.3175 Epoch 80/100 81/81 [==============================] - 5s 68ms/step - loss: 17.2014 - mean_squared_error: 17.2014 - val_loss: 55.1481 - val_mean_squared_error: 55.1481 Epoch 81/100 81/81 [==============================] - 5s 66ms/step - loss: 15.4642 - mean_squared_error: 15.4642 - val_loss: 25.0469 - val_mean_squared_error: 25.0469 Epoch 82/100 81/81 [==============================] - 5s 66ms/step - loss: 15.1718 - mean_squared_error: 15.1718 - val_loss: 58.7281 - val_mean_squared_error: 58.7281 Epoch 83/100 81/81 [==============================] - 5s 66ms/step - loss: 15.1982 - mean_squared_error: 15.1982 - val_loss: 56.5707 - val_mean_squared_error: 56.5707 Epoch 84/100 81/81 [==============================] - 5s 66ms/step - loss: 15.1385 - mean_squared_error: 15.1385 - val_loss: 34.3927 - val_mean_squared_error: 34.3927 Epoch 85/100 81/81 [==============================] - 5s 67ms/step - loss: 14.1924 - mean_squared_error: 14.1924 - val_loss: 63.0380 - val_mean_squared_error: 63.0380 Epoch 86/100 81/81 [==============================] - 5s 66ms/step - loss: 14.8381 - mean_squared_error: 14.8381 - val_loss: 47.1645 - val_mean_squared_error: 47.1645 Epoch 87/100 81/81 [==============================] - 5s 66ms/step - loss: 15.1222 - mean_squared_error: 15.1222 - val_loss: 31.3233 - val_mean_squared_error: 31.3233 Epoch 88/100 81/81 [==============================] - 5s 66ms/step - loss: 15.2172 - mean_squared_error: 15.2172 - val_loss: 80.5635 - val_mean_squared_error: 80.5635 Epoch 89/100 81/81 [==============================] - 5s 66ms/step - loss: 13.3420 - mean_squared_error: 13.3420 - val_loss: 85.0002 - val_mean_squared_error: 85.0002 Epoch 90/100 81/81 [==============================] - 5s 67ms/step - loss: 12.6373 - mean_squared_error: 12.6373 - val_loss: 64.8516 - val_mean_squared_error: 64.8516 Epoch 91/100 81/81 [==============================] - 5s 66ms/step - loss: 13.3615 - mean_squared_error: 13.3615 - val_loss: 38.3302 - val_mean_squared_error: 38.3302 Epoch 92/100 81/81 [==============================] - 5s 66ms/step - loss: 13.1553 - mean_squared_error: 13.1553 - val_loss: 28.2080 - val_mean_squared_error: 28.2080 Epoch 93/100 81/81 [==============================] - 5s 66ms/step - loss: 15.6029 - mean_squared_error: 15.6029 - val_loss: 20.4873 - val_mean_squared_error: 20.4873 Epoch 94/100 81/81 [==============================] - 5s 66ms/step - loss: 11.9100 - mean_squared_error: 11.9100 - val_loss: 24.2193 - val_mean_squared_error: 24.2193 Epoch 95/100 81/81 [==============================] - 5s 66ms/step - loss: 12.2501 - mean_squared_error: 12.2501 - val_loss: 28.4298 - val_mean_squared_error: 28.4298 Epoch 96/100 81/81 [==============================] - 5s 66ms/step - loss: 14.2114 - mean_squared_error: 14.2114 - val_loss: 70.1251 - val_mean_squared_error: 70.1251 Epoch 97/100 81/81 [==============================] - 5s 65ms/step - loss: 14.1764 - mean_squared_error: 14.1764 - val_loss: 31.5748 - val_mean_squared_error: 31.5748 Epoch 98/100 81/81 [==============================] - 5s 65ms/step - loss: 14.3958 - mean_squared_error: 14.3958 - val_loss: 163.4696 - val_mean_squared_error: 163.4696 Epoch 99/100 81/81 [==============================] - 5s 65ms/step - loss: 12.4203 - mean_squared_error: 12.4203 - val_loss: 25.9320 - val_mean_squared_error: 25.9320 Epoch 100/100 81/81 [==============================] - 5s 65ms/step - loss: 13.5944 - mean_squared_error: 13.5944 - val_loss: 57.4852 - val_mean_squared_error: 57.4852
y_pred__test_lstm = model_lstm.predict(X_test)
y_pred__train_lstm = model_lstm.predict(X_train)
2022-12-10 17:42:43.954072: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:42:44.080087: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:42:44.185588: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:42:44.295754: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
model_lstm = Sequential()
model_lstm.add(LSTM(128, input_shape= (train_data_ga_ann_f.shape[1],1), return_sequences=True))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization()) #normalizes activation outputs, same reason you want to normalize your input data.
model_lstm.add(LSTM(128, return_sequences=True))
model_lstm.add(Dropout(0.1))
model_lstm.add(BatchNormalization())
model_lstm.add(LSTM(128))
model_lstm.add(Dropout(0.2))
model_lstm.add(BatchNormalization())
model_lstm.add(Dense(32, activation='relu'))
model_lstm.add(Dropout(0.2))
model_lstm.add(Dense(1, activation='relu'))
opt = tf.keras.optimizers.Adam(lr=0.001, decay=1e-6)
model_lstm.compile(optimizer=opt, loss='mean_squared_error', metrics='mean_squared_error')
history_lstm = model_lstm.fit(train_data_ga_ann_f, y_train_ann, epochs = 100, validation_data = [test_data_ga_ann_f, y_test_ann])
Epoch 1/100
2022-12-10 17:43:35.660292: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:36.094481: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:36.178367: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:36.263728: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:36.408387: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:36.564024: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
2/81 [..............................] - ETA: 5s - loss: 6668.0312 - mean_squared_error: 6668.0312
2022-12-10 17:43:36.716584: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - ETA: 0s - loss: 4280.5874 - mean_squared_error: 4280.5874
2022-12-10 17:43:40.702041: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:40.850117: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:40.917395: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:43:41.001380: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
81/81 [==============================] - 7s 57ms/step - loss: 4280.5874 - mean_squared_error: 4280.5874 - val_loss: 1154.5619 - val_mean_squared_error: 1154.5619 Epoch 2/100 81/81 [==============================] - 3s 43ms/step - loss: 1426.3562 - mean_squared_error: 1426.3562 - val_loss: 22.4790 - val_mean_squared_error: 22.4790 Epoch 3/100 81/81 [==============================] - 3s 41ms/step - loss: 583.6574 - mean_squared_error: 583.6574 - val_loss: 633.1177 - val_mean_squared_error: 633.1177 Epoch 4/100 81/81 [==============================] - 3s 41ms/step - loss: 628.4687 - mean_squared_error: 628.4687 - val_loss: 90.9474 - val_mean_squared_error: 90.9474 Epoch 5/100 81/81 [==============================] - 3s 40ms/step - loss: 278.8212 - mean_squared_error: 278.8212 - val_loss: 145.7620 - val_mean_squared_error: 145.7620 Epoch 6/100 81/81 [==============================] - 3s 40ms/step - loss: 191.0997 - mean_squared_error: 191.0997 - val_loss: 371.8455 - val_mean_squared_error: 371.8455 Epoch 7/100 81/81 [==============================] - 3s 40ms/step - loss: 172.7908 - mean_squared_error: 172.7908 - val_loss: 269.6066 - val_mean_squared_error: 269.6066 Epoch 8/100 81/81 [==============================] - 3s 40ms/step - loss: 126.8157 - mean_squared_error: 126.8157 - val_loss: 197.5990 - val_mean_squared_error: 197.5990 Epoch 9/100 81/81 [==============================] - 3s 40ms/step - loss: 106.8475 - mean_squared_error: 106.8475 - val_loss: 160.4723 - val_mean_squared_error: 160.4723 Epoch 10/100 81/81 [==============================] - 3s 40ms/step - loss: 97.3431 - mean_squared_error: 97.3431 - val_loss: 32.4610 - val_mean_squared_error: 32.4610 Epoch 11/100 81/81 [==============================] - 3s 40ms/step - loss: 93.9596 - mean_squared_error: 93.9596 - val_loss: 66.7283 - val_mean_squared_error: 66.7283 Epoch 12/100 81/81 [==============================] - 3s 40ms/step - loss: 85.9399 - mean_squared_error: 85.9399 - val_loss: 25.1000 - val_mean_squared_error: 25.1000 Epoch 13/100 81/81 [==============================] - 3s 40ms/step - loss: 81.7672 - mean_squared_error: 81.7672 - val_loss: 25.0967 - val_mean_squared_error: 25.0967 Epoch 14/100 81/81 [==============================] - 3s 40ms/step - loss: 82.4506 - mean_squared_error: 82.4506 - val_loss: 44.3703 - val_mean_squared_error: 44.3703 Epoch 15/100 81/81 [==============================] - 3s 40ms/step - loss: 66.9607 - mean_squared_error: 66.9607 - val_loss: 25.9203 - val_mean_squared_error: 25.9203 Epoch 16/100 81/81 [==============================] - 3s 40ms/step - loss: 71.2998 - mean_squared_error: 71.2998 - val_loss: 25.1644 - val_mean_squared_error: 25.1644 Epoch 17/100 81/81 [==============================] - 3s 40ms/step - loss: 73.1835 - mean_squared_error: 73.1835 - val_loss: 51.8107 - val_mean_squared_error: 51.8107 Epoch 18/100 81/81 [==============================] - 3s 40ms/step - loss: 67.7575 - mean_squared_error: 67.7575 - val_loss: 46.3968 - val_mean_squared_error: 46.3968 Epoch 19/100 81/81 [==============================] - 3s 40ms/step - loss: 83.6338 - mean_squared_error: 83.6338 - val_loss: 43.9463 - val_mean_squared_error: 43.9463 Epoch 20/100 81/81 [==============================] - 3s 40ms/step - loss: 119.4474 - mean_squared_error: 119.4474 - val_loss: 126.3989 - val_mean_squared_error: 126.3989 Epoch 21/100 81/81 [==============================] - 3s 40ms/step - loss: 70.1048 - mean_squared_error: 70.1048 - val_loss: 28.8203 - val_mean_squared_error: 28.8203 Epoch 22/100 81/81 [==============================] - 3s 40ms/step - loss: 64.7738 - mean_squared_error: 64.7738 - val_loss: 95.8141 - val_mean_squared_error: 95.8141 Epoch 23/100 81/81 [==============================] - 3s 41ms/step - loss: 68.6635 - mean_squared_error: 68.6635 - val_loss: 37.7457 - val_mean_squared_error: 37.7457 Epoch 24/100 81/81 [==============================] - 3s 42ms/step - loss: 60.5811 - mean_squared_error: 60.5811 - val_loss: 28.6782 - val_mean_squared_error: 28.6782 Epoch 25/100 81/81 [==============================] - 4s 43ms/step - loss: 60.8526 - mean_squared_error: 60.8526 - val_loss: 34.1834 - val_mean_squared_error: 34.1834 Epoch 26/100 81/81 [==============================] - 3s 41ms/step - loss: 58.8444 - mean_squared_error: 58.8444 - val_loss: 25.5026 - val_mean_squared_error: 25.5026 Epoch 27/100 81/81 [==============================] - 3s 40ms/step - loss: 53.5484 - mean_squared_error: 53.5484 - val_loss: 20.1564 - val_mean_squared_error: 20.1564 Epoch 28/100 81/81 [==============================] - 3s 40ms/step - loss: 56.3856 - mean_squared_error: 56.3856 - val_loss: 57.2569 - val_mean_squared_error: 57.2569 Epoch 29/100 81/81 [==============================] - 3s 41ms/step - loss: 52.0987 - mean_squared_error: 52.0987 - val_loss: 29.2898 - val_mean_squared_error: 29.2898 Epoch 30/100 81/81 [==============================] - 3s 40ms/step - loss: 54.8269 - mean_squared_error: 54.8269 - val_loss: 25.0660 - val_mean_squared_error: 25.0660 Epoch 31/100 81/81 [==============================] - 3s 40ms/step - loss: 47.5326 - mean_squared_error: 47.5326 - val_loss: 25.7464 - val_mean_squared_error: 25.7464 Epoch 32/100 81/81 [==============================] - 3s 40ms/step - loss: 49.9826 - mean_squared_error: 49.9826 - val_loss: 38.5616 - val_mean_squared_error: 38.5616 Epoch 33/100 81/81 [==============================] - 3s 40ms/step - loss: 51.8281 - mean_squared_error: 51.8281 - val_loss: 51.8559 - val_mean_squared_error: 51.8559 Epoch 34/100 81/81 [==============================] - 3s 41ms/step - loss: 44.0718 - mean_squared_error: 44.0718 - val_loss: 69.3781 - val_mean_squared_error: 69.3781 Epoch 35/100 81/81 [==============================] - 3s 42ms/step - loss: 41.5928 - mean_squared_error: 41.5928 - val_loss: 51.8529 - val_mean_squared_error: 51.8529 Epoch 36/100 81/81 [==============================] - 3s 41ms/step - loss: 50.8295 - mean_squared_error: 50.8295 - val_loss: 26.3513 - val_mean_squared_error: 26.3513 Epoch 37/100 81/81 [==============================] - 3s 41ms/step - loss: 48.1331 - mean_squared_error: 48.1331 - val_loss: 51.0451 - val_mean_squared_error: 51.0451 Epoch 38/100 81/81 [==============================] - 3s 42ms/step - loss: 51.8168 - mean_squared_error: 51.8168 - val_loss: 78.9762 - val_mean_squared_error: 78.9762 Epoch 39/100 81/81 [==============================] - 3s 42ms/step - loss: 43.3375 - mean_squared_error: 43.3375 - val_loss: 30.0821 - val_mean_squared_error: 30.0821 Epoch 40/100 81/81 [==============================] - 3s 41ms/step - loss: 45.3207 - mean_squared_error: 45.3207 - val_loss: 126.6301 - val_mean_squared_error: 126.6301 Epoch 41/100 81/81 [==============================] - 3s 41ms/step - loss: 42.8571 - mean_squared_error: 42.8571 - val_loss: 23.0032 - val_mean_squared_error: 23.0032 Epoch 42/100 81/81 [==============================] - 3s 42ms/step - loss: 47.0686 - mean_squared_error: 47.0686 - val_loss: 23.2250 - val_mean_squared_error: 23.2250 Epoch 43/100 81/81 [==============================] - 3s 41ms/step - loss: 45.5567 - mean_squared_error: 45.5567 - val_loss: 94.6416 - val_mean_squared_error: 94.6416 Epoch 44/100 81/81 [==============================] - 3s 40ms/step - loss: 42.3307 - mean_squared_error: 42.3307 - val_loss: 118.0972 - val_mean_squared_error: 118.0972 Epoch 45/100 81/81 [==============================] - 3s 41ms/step - loss: 42.6321 - mean_squared_error: 42.6321 - val_loss: 62.2360 - val_mean_squared_error: 62.2360 Epoch 46/100 81/81 [==============================] - 3s 40ms/step - loss: 39.0334 - mean_squared_error: 39.0334 - val_loss: 124.5826 - val_mean_squared_error: 124.5826 Epoch 47/100 81/81 [==============================] - 3s 40ms/step - loss: 38.0613 - mean_squared_error: 38.0613 - val_loss: 121.8002 - val_mean_squared_error: 121.8002 Epoch 48/100 81/81 [==============================] - 3s 40ms/step - loss: 38.9757 - mean_squared_error: 38.9757 - val_loss: 54.3880 - val_mean_squared_error: 54.3880 Epoch 49/100 81/81 [==============================] - 3s 40ms/step - loss: 43.1675 - mean_squared_error: 43.1675 - val_loss: 32.4478 - val_mean_squared_error: 32.4478 Epoch 50/100 81/81 [==============================] - 3s 41ms/step - loss: 41.5491 - mean_squared_error: 41.5491 - val_loss: 36.0595 - val_mean_squared_error: 36.0595 Epoch 51/100 81/81 [==============================] - 3s 41ms/step - loss: 43.8271 - mean_squared_error: 43.8271 - val_loss: 21.4376 - val_mean_squared_error: 21.4376 Epoch 52/100 81/81 [==============================] - 3s 41ms/step - loss: 42.3230 - mean_squared_error: 42.3230 - val_loss: 45.6934 - val_mean_squared_error: 45.6934 Epoch 53/100 81/81 [==============================] - 3s 42ms/step - loss: 37.9259 - mean_squared_error: 37.9259 - val_loss: 33.1510 - val_mean_squared_error: 33.1510 Epoch 54/100 81/81 [==============================] - 3s 41ms/step - loss: 39.8762 - mean_squared_error: 39.8762 - val_loss: 124.4165 - val_mean_squared_error: 124.4165 Epoch 55/100 81/81 [==============================] - 3s 42ms/step - loss: 36.5833 - mean_squared_error: 36.5833 - val_loss: 74.2720 - val_mean_squared_error: 74.2720 Epoch 56/100 81/81 [==============================] - 4s 44ms/step - loss: 39.4541 - mean_squared_error: 39.4541 - val_loss: 37.1163 - val_mean_squared_error: 37.1163 Epoch 57/100 81/81 [==============================] - 3s 42ms/step - loss: 38.4480 - mean_squared_error: 38.4480 - val_loss: 20.9749 - val_mean_squared_error: 20.9749 Epoch 58/100 81/81 [==============================] - 3s 42ms/step - loss: 46.1069 - mean_squared_error: 46.1069 - val_loss: 161.2850 - val_mean_squared_error: 161.2849 Epoch 59/100 81/81 [==============================] - 3s 41ms/step - loss: 43.5871 - mean_squared_error: 43.5871 - val_loss: 66.5388 - val_mean_squared_error: 66.5388 Epoch 60/100 81/81 [==============================] - 3s 41ms/step - loss: 42.5840 - mean_squared_error: 42.5840 - val_loss: 156.7058 - val_mean_squared_error: 156.7058 Epoch 61/100 81/81 [==============================] - 3s 42ms/step - loss: 36.2576 - mean_squared_error: 36.2576 - val_loss: 138.9029 - val_mean_squared_error: 138.9029 Epoch 62/100 81/81 [==============================] - 3s 41ms/step - loss: 37.9584 - mean_squared_error: 37.9584 - val_loss: 93.8942 - val_mean_squared_error: 93.8942 Epoch 63/100 81/81 [==============================] - 3s 41ms/step - loss: 42.2680 - mean_squared_error: 42.2680 - val_loss: 69.3455 - val_mean_squared_error: 69.3455 Epoch 64/100 81/81 [==============================] - 3s 42ms/step - loss: 34.3788 - mean_squared_error: 34.3788 - val_loss: 25.6917 - val_mean_squared_error: 25.6917 Epoch 65/100 81/81 [==============================] - 3s 42ms/step - loss: 36.9716 - mean_squared_error: 36.9716 - val_loss: 95.5516 - val_mean_squared_error: 95.5516 Epoch 66/100 81/81 [==============================] - 3s 42ms/step - loss: 37.3081 - mean_squared_error: 37.3081 - val_loss: 74.6094 - val_mean_squared_error: 74.6094 Epoch 67/100 81/81 [==============================] - 3s 42ms/step - loss: 39.0882 - mean_squared_error: 39.0882 - val_loss: 23.3814 - val_mean_squared_error: 23.3814 Epoch 68/100 81/81 [==============================] - 3s 42ms/step - loss: 40.4898 - mean_squared_error: 40.4898 - val_loss: 141.8593 - val_mean_squared_error: 141.8593 Epoch 69/100 81/81 [==============================] - 3s 41ms/step - loss: 34.6456 - mean_squared_error: 34.6456 - val_loss: 45.9083 - val_mean_squared_error: 45.9083 Epoch 70/100 81/81 [==============================] - 3s 41ms/step - loss: 35.1703 - mean_squared_error: 35.1703 - val_loss: 187.8447 - val_mean_squared_error: 187.8447 Epoch 71/100 81/81 [==============================] - 3s 43ms/step - loss: 32.8633 - mean_squared_error: 32.8633 - val_loss: 45.8127 - val_mean_squared_error: 45.8127 Epoch 72/100 81/81 [==============================] - 3s 43ms/step - loss: 39.1667 - mean_squared_error: 39.1667 - val_loss: 108.1412 - val_mean_squared_error: 108.1412 Epoch 73/100 81/81 [==============================] - 3s 42ms/step - loss: 175.9664 - mean_squared_error: 175.9664 - val_loss: 2688.0950 - val_mean_squared_error: 2688.0950 Epoch 74/100 81/81 [==============================] - 3s 43ms/step - loss: 55.3466 - mean_squared_error: 55.3466 - val_loss: 175.4979 - val_mean_squared_error: 175.4979 Epoch 75/100 81/81 [==============================] - 3s 43ms/step - loss: 61.4937 - mean_squared_error: 61.4937 - val_loss: 32.3055 - val_mean_squared_error: 32.3055 Epoch 76/100 81/81 [==============================] - 3s 42ms/step - loss: 46.5618 - mean_squared_error: 46.5618 - val_loss: 124.7615 - val_mean_squared_error: 124.7615 Epoch 77/100 81/81 [==============================] - 3s 43ms/step - loss: 45.6146 - mean_squared_error: 45.6146 - val_loss: 207.3768 - val_mean_squared_error: 207.3768 Epoch 78/100 81/81 [==============================] - 3s 42ms/step - loss: 42.4978 - mean_squared_error: 42.4978 - val_loss: 57.7087 - val_mean_squared_error: 57.7087 Epoch 79/100 81/81 [==============================] - 3s 41ms/step - loss: 39.5786 - mean_squared_error: 39.5786 - val_loss: 47.5629 - val_mean_squared_error: 47.5629 Epoch 80/100 81/81 [==============================] - 3s 42ms/step - loss: 43.1608 - mean_squared_error: 43.1608 - val_loss: 128.4153 - val_mean_squared_error: 128.4153 Epoch 81/100 81/81 [==============================] - 3s 42ms/step - loss: 45.6360 - mean_squared_error: 45.6360 - val_loss: 26.3359 - val_mean_squared_error: 26.3359 Epoch 82/100 81/81 [==============================] - 3s 42ms/step - loss: 34.5775 - mean_squared_error: 34.5775 - val_loss: 37.1616 - val_mean_squared_error: 37.1616 Epoch 83/100 81/81 [==============================] - 3s 42ms/step - loss: 39.1843 - mean_squared_error: 39.1843 - val_loss: 100.8166 - val_mean_squared_error: 100.8166 Epoch 84/100 81/81 [==============================] - 3s 42ms/step - loss: 40.6150 - mean_squared_error: 40.6150 - val_loss: 116.2442 - val_mean_squared_error: 116.2442 Epoch 85/100 81/81 [==============================] - 3s 43ms/step - loss: 32.1132 - mean_squared_error: 32.1132 - val_loss: 130.3223 - val_mean_squared_error: 130.3223 Epoch 86/100 81/81 [==============================] - 4s 44ms/step - loss: 37.9627 - mean_squared_error: 37.9627 - val_loss: 33.6156 - val_mean_squared_error: 33.6156 Epoch 87/100 81/81 [==============================] - 3s 42ms/step - loss: 36.4648 - mean_squared_error: 36.4648 - val_loss: 69.2918 - val_mean_squared_error: 69.2918 Epoch 88/100 81/81 [==============================] - 3s 41ms/step - loss: 36.2454 - mean_squared_error: 36.2454 - val_loss: 42.8555 - val_mean_squared_error: 42.8555 Epoch 89/100 81/81 [==============================] - 4s 44ms/step - loss: 37.7223 - mean_squared_error: 37.7223 - val_loss: 238.7253 - val_mean_squared_error: 238.7253 Epoch 90/100 81/81 [==============================] - 4s 43ms/step - loss: 33.2982 - mean_squared_error: 33.2982 - val_loss: 85.5239 - val_mean_squared_error: 85.5239 Epoch 91/100 81/81 [==============================] - 3s 42ms/step - loss: 32.3676 - mean_squared_error: 32.3676 - val_loss: 31.6639 - val_mean_squared_error: 31.6639 Epoch 92/100 81/81 [==============================] - 3s 42ms/step - loss: 29.3923 - mean_squared_error: 29.3923 - val_loss: 176.0966 - val_mean_squared_error: 176.0966 Epoch 93/100 81/81 [==============================] - 3s 41ms/step - loss: 35.7773 - mean_squared_error: 35.7773 - val_loss: 178.3221 - val_mean_squared_error: 178.3221 Epoch 94/100 81/81 [==============================] - 3s 41ms/step - loss: 34.2187 - mean_squared_error: 34.2187 - val_loss: 82.0698 - val_mean_squared_error: 82.0698 Epoch 95/100 81/81 [==============================] - 3s 43ms/step - loss: 31.9256 - mean_squared_error: 31.9256 - val_loss: 91.5862 - val_mean_squared_error: 91.5862 Epoch 96/100 81/81 [==============================] - 3s 43ms/step - loss: 29.1709 - mean_squared_error: 29.1709 - val_loss: 129.5807 - val_mean_squared_error: 129.5807 Epoch 97/100 81/81 [==============================] - 3s 42ms/step - loss: 30.8514 - mean_squared_error: 30.8514 - val_loss: 66.6177 - val_mean_squared_error: 66.6177 Epoch 98/100 81/81 [==============================] - 3s 42ms/step - loss: 35.3912 - mean_squared_error: 35.3912 - val_loss: 39.7499 - val_mean_squared_error: 39.7499 Epoch 99/100 81/81 [==============================] - 3s 41ms/step - loss: 32.4280 - mean_squared_error: 32.4280 - val_loss: 54.4770 - val_mean_squared_error: 54.4770 Epoch 100/100 81/81 [==============================] - 3s 41ms/step - loss: 32.3317 - mean_squared_error: 32.3317 - val_loss: 134.0100 - val_mean_squared_error: 134.0100
y_pred__test_ga_lstm_f = model_lstm.predict(test_data_ga_ann_f)
y_pred__train_ga_lstm_f = model_lstm.predict(train_data_ga_ann_f)
2022-12-10 17:51:44.796456: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:51:44.916820: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:51:44.984218: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled. 2022-12-10 17:51:45.076707: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:112] Plugin optimizer for device_type GPU is enabled.
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_train_ann, label = 'Actual')
#plt.plot(y_pred__train_ga_nn, label = 'GA-ANN-F')
#plt.plot(y_pred__train_ann, label = 'ANN')
plt.plot(y_pred__train_lstm, label = 'LSTM')
plt.plot(y_pred__train_ga_lstm_f, label = 'GA-LSTM-F')
plt.legend()
<matplotlib.legend.Legend at 0x2c441c6d0>
plt.figure(figsize = (12,6), dpi = 400)
plt.plot(y_test, label = 'Actual')
#plt.plot(y_pred__train_ga_nn, label = 'GA-ANN-F')
#plt.plot(y_pred__train_ann, label = 'ANN')
plt.plot(y_pred__test_lstm, label = 'LSTM')
plt.plot(y_pred__test_ga_lstm_f, label = 'GA-LSTM-F')
plt.legend()
<matplotlib.legend.Legend at 0x28f6b2fd0>
arr_lstm_ga_f = list(y_pred__train_ga_lstm_f) + list(y_pred__test_ga_lstm_f)
arr_lstm = list(y_pred__train_lstm) + list(y_pred__test_lstm)
arr_lstm_ga_f1 = []
for x in arr_lstm_ga_f:
arr_lstm_ga_f1.append(float(x))
arr_lstm1 = []
for x in arr_lstm:
arr_lstm1.append(float(x))
temp = pd.read_csv('temp1.csv', index_col='Unnamed: 0')
temp['LSTM'] = arr_lstm1
temp['GA_LSTM_F'] = arr_lstm_ga_f1
temp
| DATE | Actual | ANN | GA_ANN_F | LSTM | GA_LSTM_F | |
|---|---|---|---|---|---|---|
| 14 | 2007-10-08 | 86.19 | 37.727489 | 64.785660 | 70.849083 | 89.754662 |
| 15 | 2007-10-09 | 87.58 | 39.110336 | 64.490265 | 71.228577 | 89.821960 |
| 16 | 2007-10-10 | 87.19 | 38.735291 | 64.919067 | 72.074455 | 89.924789 |
| 17 | 2007-10-11 | 89.48 | 40.521767 | 66.621346 | 72.689896 | 90.033119 |
| 18 | 2007-10-12 | 88.58 | 42.567089 | 64.885735 | 73.109650 | 90.113106 |
| ... | ... | ... | ... | ... | ... | ... |
| 2914 | 2020-02-13 | 51.36 | 25.968416 | 45.890278 | 50.374458 | 71.115837 |
| 2915 | 2020-02-14 | 49.78 | 26.022779 | 46.879910 | 50.724934 | 71.307602 |
| 2916 | 2020-02-18 | 48.67 | 26.122488 | 45.461826 | 51.769032 | 72.148445 |
| 2917 | 2020-02-19 | 47.17 | 27.231556 | 46.597939 | 52.022560 | 72.775902 |
| 2918 | 2020-02-20 | 44.83 | 28.258421 | 46.854820 | 52.072510 | 72.981224 |
2863 rows × 6 columns
#temp.to_csv('temp1.csv')
temp['DATE'] = pd.to_datetime(temp['DATE'])
plt.figure(figsize = (12,6), dpi = 600)
plt.plot( temp['DATE'],temp['Actual'], label = 'Actual')
plt.plot( temp['DATE'],temp['ANN'], label = 'ANN')
plt.plot( temp['DATE'],temp['GA_ANN_F'], label = 'GA-ANN-F')
plt.plot( temp['DATE'],temp['LSTM'], label = 'LSTM')
plt.plot( temp['DATE'],temp['GA_LSTM_F'], label = 'GA-ANN-F')
plt.vlines(x = datetime(2018,8,18), ymin = 0, ymax= 240, color = 'red', linewidth = 2)
#plt.plot(predictions_ga_ann_test, label = 'ANN_GA', marker = '*', alpha = 0.5)
#plt.plot(predictions_ga_ann_test, label = 'LSTM_GA', alpha = 0.5)
plt.legend()
plt.grid(linestyle = '-.', alpha = 0.5)
plt.ylim(0,160)
#plt.savefig('PlotFinal.jpg', dpi = 800)
plt.show()
pl